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   "source": [
    "### "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1e8a0e5f",
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   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>班级</th>\n",
       "      <th>性别</th>\n",
       "      <th>男1000米跑</th>\n",
       "      <th>男1000米跑分数</th>\n",
       "      <th>男50米跑</th>\n",
       "      <th>男50米跑分数</th>\n",
       "      <th>男跳远</th>\n",
       "      <th>男跳远分数</th>\n",
       "      <th>男体前屈</th>\n",
       "      <th>男体前屈分数</th>\n",
       "      <th>男引体</th>\n",
       "      <th>男引体分数</th>\n",
       "      <th>男肺活量</th>\n",
       "      <th>男肺活量分数</th>\n",
       "      <th>身高</th>\n",
       "      <th>体重</th>\n",
       "      <th>BMI</th>\n",
       "      <th>cut_男1000米跑</th>\n",
       "      <th>cut_男引体</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.13</td>\n",
       "      <td>72</td>\n",
       "      <td>8.88</td>\n",
       "      <td>66</td>\n",
       "      <td>195</td>\n",
       "      <td>60</td>\n",
       "      <td>12</td>\n",
       "      <td>74</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2785</td>\n",
       "      <td>62</td>\n",
       "      <td>170</td>\n",
       "      <td>72.599998</td>\n",
       "      <td>25.120001</td>\n",
       "      <td>(3.647, 5.47]</td>\n",
       "      <td>(-0.023, 7.667]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.16</td>\n",
       "      <td>70</td>\n",
       "      <td>7.70</td>\n",
       "      <td>78</td>\n",
       "      <td>225</td>\n",
       "      <td>74</td>\n",
       "      <td>11</td>\n",
       "      <td>74</td>\n",
       "      <td>7</td>\n",
       "      <td>60</td>\n",
       "      <td>3133</td>\n",
       "      <td>68</td>\n",
       "      <td>174</td>\n",
       "      <td>52.700001</td>\n",
       "      <td>17.410000</td>\n",
       "      <td>(3.647, 5.47]</td>\n",
       "      <td>(-0.023, 7.667]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.09</td>\n",
       "      <td>74</td>\n",
       "      <td>8.45</td>\n",
       "      <td>70</td>\n",
       "      <td>218</td>\n",
       "      <td>70</td>\n",
       "      <td>14</td>\n",
       "      <td>78</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3901</td>\n",
       "      <td>80</td>\n",
       "      <td>169</td>\n",
       "      <td>46.500000</td>\n",
       "      <td>16.280001</td>\n",
       "      <td>(3.647, 5.47]</td>\n",
       "      <td>(-0.023, 7.667]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.21</td>\n",
       "      <td>68</td>\n",
       "      <td>8.05</td>\n",
       "      <td>74</td>\n",
       "      <td>206</td>\n",
       "      <td>64</td>\n",
       "      <td>13</td>\n",
       "      <td>76</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4946</td>\n",
       "      <td>100</td>\n",
       "      <td>183</td>\n",
       "      <td>79.699997</td>\n",
       "      <td>23.799999</td>\n",
       "      <td>(3.647, 5.47]</td>\n",
       "      <td>(-0.023, 7.667]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.44</td>\n",
       "      <td>85</td>\n",
       "      <td>7.52</td>\n",
       "      <td>78</td>\n",
       "      <td>210</td>\n",
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       "      <td>13</td>\n",
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       "      <td>9</td>\n",
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       "      <td>3538</td>\n",
       "      <td>74</td>\n",
       "      <td>171</td>\n",
       "      <td>54.700001</td>\n",
       "      <td>18.709999</td>\n",
       "      <td>(1.823, 3.647]</td>\n",
       "      <td>(7.667, 15.333]</td>\n",
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       "      <th>...</th>\n",
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       "      <th>472</th>\n",
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       "      <td>4.23</td>\n",
       "      <td>68</td>\n",
       "      <td>8.27</td>\n",
       "      <td>72</td>\n",
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       "      <td>(3.647, 5.47]</td>\n",
       "      <td>(-0.023, 7.667]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>5.19</td>\n",
       "      <td>40</td>\n",
       "      <td>9.55</td>\n",
       "      <td>50</td>\n",
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       "      <td>(3.647, 5.47]</td>\n",
       "      <td>(-0.023, 7.667]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.25</td>\n",
       "      <td>100</td>\n",
       "      <td>7.50</td>\n",
       "      <td>80</td>\n",
       "      <td>252</td>\n",
       "      <td>90</td>\n",
       "      <td>13</td>\n",
       "      <td>76</td>\n",
       "      <td>13</td>\n",
       "      <td>85</td>\n",
       "      <td>5755</td>\n",
       "      <td>100</td>\n",
       "      <td>181</td>\n",
       "      <td>65.000000</td>\n",
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       "      <td>(1.823, 3.647]</td>\n",
       "      <td>(7.667, 15.333]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.39</td>\n",
       "      <td>62</td>\n",
       "      <td>7.81</td>\n",
       "      <td>76</td>\n",
       "      <td>208</td>\n",
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       "      <td>100</td>\n",
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       "      <td>(3.647, 5.47]</td>\n",
       "      <td>(7.667, 15.333]</td>\n",
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       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>17</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>477 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     班级 性别  男1000米跑  男1000米跑分数  男50米跑  男50米跑分数  ...  男肺活量分数   身高         体重        BMI        cut_男1000米跑          cut_男引体\n",
       "0     1  男     4.13         72   8.88       66  ...      62  170  72.599998  25.120001      (3.647, 5.47]  (-0.023, 7.667]\n",
       "1     1  男     4.16         70   7.70       78  ...      68  174  52.700001  17.410000      (3.647, 5.47]  (-0.023, 7.667]\n",
       "2     1  男     4.09         74   8.45       70  ...      80  169  46.500000  16.280001      (3.647, 5.47]  (-0.023, 7.667]\n",
       "3     1  男     4.21         68   8.05       74  ...     100  183  79.699997  23.799999      (3.647, 5.47]  (-0.023, 7.667]\n",
       "4     1  男     3.44         85   7.52       78  ...      74  171  54.700001  18.709999     (1.823, 3.647]  (7.667, 15.333]\n",
       "..   .. ..      ...        ...    ...      ...  ...     ...  ...        ...        ...                ...              ...\n",
       "472  17  男     4.23         68   8.27       72  ...     100  176  69.500000  22.440001      (3.647, 5.47]  (-0.023, 7.667]\n",
       "473  17  男     5.19         40   9.55       50  ...     100  177  76.000000  24.260000      (3.647, 5.47]  (-0.023, 7.667]\n",
       "474  17  男     3.25        100   7.50       80  ...     100  181  65.000000  19.840000     (1.823, 3.647]  (7.667, 15.333]\n",
       "475  17  男     4.39         62   7.81       76  ...     100  172  51.700001  17.480000      (3.647, 5.47]  (7.667, 15.333]\n",
       "476  17  男     0.00          0   0.00        0  ...       0    0   0.000000   0.000000  (-0.00547, 1.823]  (-0.023, 7.667]\n",
       "\n",
       "[477 rows x 19 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import gridspec\n",
    "import warnings\n",
    "\n",
    "plt.rcParams['font.sans-serif']=['simsun']    #指定默认字体 SimHei为黑体\n",
    "plt.rcParams['axes.unicode_minus']=False   #用来正常显示负号\n",
    "\n",
    "df1 = pd.read_excel('./体测分数_男生.xls')\n",
    "item_list = [\"男1000米跑\",\"男引体\"]\n",
    "for item in item_list:\n",
    "    fieldName = \"cut_\"+item\n",
    "    df1[fieldName] = pd.cut(df1[item],3)\n",
    "    data1 = df1[fieldName].value_counts(normalize=True)\n",
    "    plt.figure(figsize=(9,9))\n",
    "    _ = plt.pie(data1,labels=data1.index,autopct='%0.2f%%',\n",
    "     wedgeprops=dict(linewidth=3,width = 0.5),pctdistance=0.8,\n",
    "     textprops = dict(fontsize = 20))\n",
    "    _ = plt.title(label=item,\n",
    "     fontsize=32, weight='bold',\n",
    "     color='white', backgroundcolor='#c5b783')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56e57ab8",
   "metadata": {},
   "source": [
    "### "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "1869b315",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ixCm461752gX5fHgvcjAoXGB9xw5l81ur8+x3/kue++7/k1rria8/Jk6elXlL7k53z6RRv9/ObWuSJNPnLDnjuNI1LpOn9mb3jjdPOxV105s/yLGjhzLn6utPu8ZFMnDdi5m9y3P44O5se+f5014/3/UHW7jsA7lm+Qfzzvrv5Y0X/3bE8Sc7uH97Xlr9RwPzmXdjbv/gb2RW78oR1xuzC2rVmq0bns4bL30lB/fvyCtP/+mJC7Rde+NHx+Yz4BIiNOAiGj9xWqZOn5++vqN5Z/330tMzKctu/Gju+shnsvLWnxnV7dH37HwrWzc+l4XXvv+M14GYv/iulK6uvPXq10977djRg3nz1X/IuO4JWbj8A6e9vuDa+zJuXE/WvfzV0y5tPhbrnzLPJfdk0YoHsu6Vvxv2Bmkj3QBt/57NefmpP07fsSOZMHF6bnzfL2TVPb9y3tfaOPHZo7gB27Z3XsjT//ifsmPLq53Vuk5cRRWuJL46gYvkmuUfzKIVD+TI4X157ZkvZe+uDXnr9W9m/uK7s3D5B9K7YFV6F6zKnh1v5a013zzjsQ1rXvhylt30say699N546WvZPf2dSdeK13jMm/R+7Jw2f159ek/z749m4Z8jy0bns6ESTOycNn9Obh/+4mvQOZcfUMWLrs/61/9hzPee+V810+SJdf9WHoX3JKXVv9/Z/zfe/KVN4ezd+fbeemHf5Qbbv+59EyYkumzF+fm2Z/K4YN78vaab2brxmcHrTH0Ho1SujJ1xsLMmL0kk6bOyaEDu0Z5oOmp79czYWp6Jpz5gmBwORIacIFNmjIny1f900yftSjbNr2YdS99NceODhyY2d93NBvXfSdbNz6bJdf/k1y18NZMn704q+755Wx5++msffFvM+QvxFrzxot/m2kzF2Xe4vcNnHnR+XqklJLdO97MM0/8/oinWL71+uPZs/PtLFh6X+Yvvrtzy/vDefmHf3xKvIz1+uPGjc91t/2z9PUdzTNPPDby1TdHsUchGYiNZ7/7+dxwx89n6oz52b755Wx444kc2Dv8gZnjuidkxuylmdnZ+3Hr/b+e3dvXZ+vGZ7Nx/XdPuevsaILnuPETpp52DRO4EggNuEB6xk/JNcs/mKsX3Zn9ezblhSf/cNh/tR89sj9rnv/rbN/ySlas+nh6xk/J1YvuyOFDe4a9DXwycCrm3l3nd3OxXe+uza53h7966VivP3HyrFx740ez5e2ns2Prq6Na50cHvo78i/7IoT154ftfyPyl92TjG98Z8t16F9ySWb0DV0298c5PJkn27d6UdS9/NdveefFECJ6sv+9YesZPybjuCaM62HTgbJ9JmXP1DWd11Ve41AkNaGzy1N7MW3xXehfemj073sorT/3xqG4gliQ7t76W5767NTfe+QuZPK03s3qXnzE0LkXjJ0zLq0//2Sk3XRvJ8bNOurpGd5hZf/+xYSIjSWpmzr02c+ffnMOH9uTdTS9m28bnRjwddf/eLeka150b3/eL2brxuTMeezKuq+fEsSvLbv6p7Nq+7oKdCQMXm9CABiZMmpnZV1+fufNuyrju8Xl300t59onHzuJCVT9y+OCuPP/9P8jyVR+/LO+XsWfnW2e9zvH7qnQNcYbLuVj38tdy7OihrH/l70c8WPW4rRueyYSJ0zNz7vJcM8QBsIP19x3N9i2v5u3XHxcZXFGEBoyRCZNmZMHS92fy1Lk5dvRQdu9Yl9ef+8tziovB+o4dzmvPfGkMZnl5KKUrhw/uzqY3fzAm73fs6MGse/mrZ7VOrf156/XHT7mTLHA6oQFj5OiRA3ln/ffO6j4enJv9e7fkh9/63VMOzATem4QGjJH+vqMi4wI5mzvbAheXC3YBAM0IDQCgGaEBZ2/LxZ4Aly1/trjslDG7kRAAwCD2aAAAzQgNAKAZoQEANCM0AIBmhAYA0IzQAACaERoAQDNCAwBoRmgAAM0IDQCgGaEBADQjNACAZoQGANCM0AAAmhEaAEAzQgMAaEZoAADNCA0AoBmhAQA0IzQAgGaEBgDQTPfF+NC5c+fWpUuXXoyPBgAa+OEPf/hurbV38PMXJTSWLl2a1atXX4yPBgAaKKW8OdTzvjoBAJoRGgBAM0IDAGhGaAAAzQgNAKAZoQEANCM0AIBmhAYA0IzQAACaERoAQDNCAwBoRmgAAM0IDQCgGaEBADQjNACAZoQGANCM0AAAmhEaAEAz3SMNKKWMT/LLSXYmWVxr/Y/DjPt05/16k/xWrbV/DOcJAFyCRrNH48Yks2utX0qyqJQye/CAUsr0JA/WWj+fZHOSnxzbaQIAl6IRQ6PW+myS/9B52JNk7xDD7kvyQmf5mSQPjsXkAIBL24hfnRxXSvm3SV6ptR4d4uW5SfZ0lvclGWqvxyNJHkmSxYsXn/1MR+lnf/bXsn791mbvz4WxdOlV+dKXPn+xpwHAeRpVaHSOt/j3pZTfKKV8rNb6lUFDtie5urM8rfN48Hs8luSxJLnrrrvquU/5zNav35qFC7/c6u25QNav/8TFngIAY2DEr05KKfeVUn6p83BzkhWllBWDhn0vyarO8u1JHh+rCQIAl67RHAy6LsmCUsrDSe5M8tdJ/uTkAbXW3Um+VUr5tSTzkvzdWE8UALj0jPjVSa11S5Lf6jz8685/3znEuC+M4bwAgMuAC3YBAM0IDQCgGaEBADQjNACAZoQGANCM0AAAmhEaAEAzQgMAaEZoAADNCA0AoBmhAQA0IzQAgGaEBgDQjNAAAJoRGgBAM0IDAGhGaAAAzQgNAKAZoQEANCM0AIBmhAYA0IzQAACaERoAQDNCAwBoRmgAAM0IDQCgGaEBADQjNACAZoQGANCM0AAAmhEaAEAzQgMAaEZoAADNCA0AoBmhAQA0IzQAgGaEBgDQjNAAAJoRGgBAM0IDAGhGaAAAzQgNAKAZoQEANCM0AIBmhAYA0IzQAACaERoAQDNCAwBoRmgAAM0IDQCgGaEBADQjNACAZoQGANCM0AAAmhEaAEAzQgMAaEZoAADNCA0AoBmhAQA0IzQAgGaEBgDQjNAAAJoRGgBAM0IDAGhGaAAAzQgNAKAZoQEANCM0AIBmhAYA0IzQAACa6R5pQCllYpJPJdmW5N4kn6219g8x7okk6zoPP1trfWMsJwoAXHpGDI0kDyXpq7V+uZSyOMntSZ4aYtznaq1fHMvJAQCXttGExuNJ5nSW5ydZP8y4+0ops5Jcl+QzQ+31AACuLCMeo1Fr3VVrXVtKWZFkTa11xzBDf6/W+mgG9nY8MPjFUsojpZTVpZTV27ZtO79ZAwCXhFEdDFpKmZfkjlrrHwzz+sQkOzsPNySZN3hMrfWxWutdtda7ent7z3G6AMClZMTQ6ETET9Va/7SU0lNKua2UsmTQsIeSfLKzvCjJa2M8TwDgEjSaPRq/nuSjpZQvJvl6kplJHh005mtJDpZSHk4yvdY61MGiAMAVZsSDQWutv5vkdwc9/c1BYw4k+f0xnBcAcBlwwS4AoBmhAQA0IzQAgGaEBgDQjNAAAJoRGgBAM0IDAGhGaAAAzQgNAKAZoQEANCM0AIBmhAYA0IzQAACaERoAQDNCAwBoRmgAAM0IDQCgGaEBADQjNACAZoQGANCM0AAAmhEaAEAzQgMAaEZoAADNCA0AoBmhAQA0IzQAgGaEBgDQjNAAAJoRGgBAM0IDAGhGaAAAzQgNAKAZoQEANCM0AIBmhAYA0IzQAACaERoAQDNCAwBoRmgAAM0IDQCgGaEBADQjNACAZoQGANCM0AAAmhEaAEAzQgMAaEZoAADNCA0AoBmhAQA0IzQAgGaEBgDQjNAAAJoRGgBAM0IDAGhGaAAAzQgNAKAZoQEANCM0AIBmhAYA0IzQAACaERoAQDNCAwBoRmgAAM0IDQCgGaEBADQjNACAZoQGANCM0AAAmukeaUApZWKSTyXZluTeJJ+ttfYPMe4zSXYlmVFr/Z0xnicAcAkazR6Nh5L01Vq/nGRTktsHDyilrEwyv9b6hSSzSik3jOksAYBL0oh7NJI8nmROZ3l+kvVDjPlIkic7y88meTDJK+c5NwDgEjfiHo1a665a69pSyooka2qtO4YYNjfJns7yviSzBw8opTxSSlldSlm9bdu285o0AHBpGNXBoKWUeUnuqLX+wTBDtieZ1lme1nl8ilrrY7XWu2qtd/X29p7LXAGAS8yIodE5GPSnaq1/WkrpKaXcVkpZMmjYN5Lc3Vm+LQNftwAAV7jR7NH49SQfLaV8McnXk8xM8ujJA2qtryXZUkr5dJIdnccAwBVuxINBa62/m+R3Bz39zSHG/fZYTQoAuDy4YBcA0IzQAACaERoAQDNCAwBoRmgAAM0IDQCgGaEBADQjNACAZoQGANCM0AAAmhEaAEAzQgMAaEZoAADNCA0AoBmhAQA0IzQAgGaEBgDQjNAAAJoRGgBAM0IDAGhGaAAAzQgNAKAZoQEANCM0AIBmhAYA0IzQAACaERoAQDNCAwBoRmgAAM0IDQCgGaEBADQjNACAZoQGANCM0AAAmhEaAEAzQgMAaEZoAADNCA0AoBmhAQA0IzQAgGaEBgDQjNAAAJoRGgBAM0IDAGhGaAAAzQgNAKAZoQEANCM0AIBmhAYA0IzQAACaERoAQDNCAwBoRmgAAM0IDQCgGaEBADQjNACAZoQGANCM0AAAmhEaAEAzQgMAaEZoAADNCA0AoBmhAQA0IzQAgGaEBgDQjNAAAJoRGgBAM0IDAGhGaAAAzQgNAKCZEUOjlHJ/KeXPRhjzRCnli53/LBu76QEAl7LukQbUWr9TSnlkhGGfq7V+cYzmBABcJkYMjVG6r5QyK8l1ST5Ta+0fo/cFAC5hY3WMxu/VWh9N8lSSB4YaUEp5pJSyupSyetu2bWP0sQDAe9l5h0YpZWKSnZ2HG5LMG2pcrfWxWutdtda7ent7z/djAYBLwFmFRimlp5SyZNDTDyX5ZGd5UZLXxmJiAMClbzRnnTyQ5EOllJ9OcmeSRwcN+VqSg6WUh5NMr7U+NfbTBAAuRaM56+RbSZaf9NTDg14/kOT3x3heAMBlwAW7AIBmhAYA0IzQAACaERoAQDNCAwBoRmgAAM0IDQCgGaEBADQjNACAZoQGANCM0AAAmhEaAEAzQgMAaEZoAADNCA0AoBmhAQA0IzQAgGaEBgDQjNAAAJoRGgBAM0IDAGhGaAAAzQgNAKAZoQEANCM0AIBmhAYA0IzQAACaERoAQDNCAwBoRmgAAM0IDQCgGaEBADQjNACAZoQGANCM0AAAmhEaAEAzQgMAaEZoAADNCA0AoBmhAQA0IzQAgGaEBgDQjNAAAJoRGgBAM0IDAGhGaAAAzQgNAKAZoQEANCM0AIBmhAYA0IzQAACaERoAQDNCAwBoRmgAAM0IDQCgGaEBADQjNACAZoQGANCM0AAAmhEaAEAzQgMAaEZoAADNCA0AoBmhAQA0IzQAgGaEBgDQjNAAAJoRGgBAM0IDAGhGaAAAzYwYGqWU+0spfzbCmM+UUj5dSvk3Yzc1AOBSN2Jo1Fq/k2TfcK+XUlYmmV9r/UKSWaWUG8ZwfgDAJax7DN7jI0me7Cw/m+TBJK8MHlRKeSTJI0myePHiMfhYAC6Un/3ZX8v69Vsv9jQ4T0uXXpUvfenzF/QzxyI05iZ5o7O8L8mNQw2qtT6W5LEkueuuu+oYfC4AF8j69VuzcOGXL/Y0OE/r13/ign/mWBwMuj3JtM7ytM5jAICzC41SSk8pZcmgp7+R5O7O8m1JHh+DeQEAl4HRnHXyQJIPlVJ+OsmdSR49+fVa62tJtpRSPp1kR+cxAMDIx2jUWr+VZPlJTz08xJjfHstJAQCXBxfsAgCaERoAQDNCAwBoRmgAAM0IDQCgGaEBADQjNACAZoQGANCM0AAAmhEaAEAzQgMAaEZoAADNCA0AoBmhAQA0IzQAgGaEBgDQjNAAAJoRGgBAM0IDAGhGaAAAzQgNAKAZoQEANCM0AIBmhAYA0IzQAACaERoAQDNCAwBoRmgAAM0IDQCgGaEBADQjNACAZoQGANCM0AAAmhEaAEAzQgMAaEZoAADNCA0AoBmhAQA0IzQAgGaEBgDQjNAAAJoRGgBAM0IDAGhGaAAAzQgNAKAZoQEANCM0AIBmhAYA0IzQAACaERoAQDNCAwBoRmgAAM0IDQCgGaEBADQjNACAZoQGANCM0AAAmhEaAEAzQgMAaEZoAADNCA0AoBmhAQA0IzQAgGaEBgDQjNAAAJoRGgBAM0IDAGhGaAAAzQgNAKCZ7tEMKqV8JsmuJDNqrb8zzJgnkqzrPPxsrfWNMZkhAHDJGnGPRillZZL5tdYvJJlVSrlhmKGfq7X+Uuc/IgMAGNUejY8kebKz/GySB5O8MsS4+0ops5Jcl+Qztdb+sZkiAHCpGs0xGnOT7Oks70sye5hxv1drfTTJU0keGPxiKeWRUsrqUsrqbdu2ndNkAYBLy2hCY3uSaZ3laZ3HpyilTEyys/NwQ5J5g8fUWh+rtd5Va72rt7f3HKcLAFxKRhMa30hyd2f5tiTfLKUsGTTmoSSf7CwvSvLa2EwPALiUjRgatdbXkmwppXw6yY4kM5M8OmjY15IcLKU8nGR6rfWpsZ4oAHDpGdXprbXW3x701MODXj+Q5PfHalIAwOXBBbsAgGaEBgDQjNAAAJoRGgBAM0IDAGhGaAAAzQgNAKAZoQEANCM0AIBmhAYA0IzQAACaERoAQDNCAwBoRmgAAM0IDQCgGaEBADQjNACAZoQGANCM0AAAmhEaAEAzQgMAaEZoAADNCA0AoBmhAQA0IzQAgGaEBgDQjNAAAJoRGgBAM0IDAGhGaAAAzQgNAKAZoQEANCM0AIBmhAYA0IzQAACaERoAQDNCAwBoRmgAAM0IDQCgGaEBADQjNACAZoQGANCM0AAAmhEaAEAzQgMAaEZoAADNCA0AoBmhAQA0IzQAgGaEBgDQjNAAAJoRGgBAM0IDAGhGaAAAzQgNAKAZoQEANCM0AIBmhAYA0IzQAACaERoAQDNCAwBoRmgAAM0IDQCgGaEBADQjNACAZoQGANCM0AAAmhEaAEAzQgMAaEZoAADNdI9mUCnlM0l2JZlRa/2dcx0DAFxZRtyjUUpZmWR+rfULSWaVUm44lzEAwJVnNF+dfCTJk53lZ5M8eI5jAIArzGi+Opmb5I3O8r4kN57LmFLKI0keOT6mlPLq2U111OY+/XR5t9F7X87mJnlPbbdSysWewkjec9vsEmG7nZuLvt2efvo9/zM52EXfZu9Fo/i79Vy325KhnhxNaGxPMq2zPK3z+KzH1FofS/LYKD7vvJRSVtda72r9OZcb2+3s2WbnxnY7N7bb2bPNzs1Yb7fRfHXyjSR3d5ZvS/LNUsrgahk85vExmR0AcEkbMTRqra8l2VJK+XSSHUlmJnn0TGM6jwGAK9yoTm+ttf72oKceHsWYi6X51zOXKdvt7Nlm58Z2Oze229mzzc7NmG63Umsdy/cDADjBlUEBgGaEBgDQzKiO0bhUuAz6mZVS7k/yv9Zaf67z+LTtZRueqpQyMcmnkmxLcm+Szyb517HdzqiUMj7JLyfZmWRxrfU/dg4W707Sm+S3aq39Qz130Sb9HlJKuTbJ/15r/Z/9nI6slPJEknWdh59N8onYZiMqpXwkyfgkv5jkf8vAz+yujPF2u2z2aLgM+shqrd/JwAXVhtxetuGQHkrSV2v9cpJNGTiN23Yb2Y1JZtdav5RkUSllcZIHa62fT7I5yU+WUqYPfu7iTfc9594kU/ycjtrnaq2/VGv9pSTjYpuNqJTSm+S6WutXk/yrJHPSaLtdTns0hroM+isXbzrveUNtrzrEc1f6Nnw8Az+ASTI/A9vEdhtBrfXZUsrznYc9GQiPFzqPn0nyC0n6h3juf1y4Wb43lVI+muQrGYhcP6ejc18pZVaS65I8H9tsNB5KsrSU8q+TXJ/k9TTabpfNHo0MXDJ1T2d5X5LZF3Eul4KhtpdtOEitdVetdW0pZUWSNRmIc9ttlEop/zYDfzHNie02olLKvCT7a627O0/5OR2d36u1Pprkqdhmo7UgyVud7fbnSWak0Xa7nEJjNJdK50eG2l624RA6f/nfUWv9g9huo1Zr7a+1/vskfUn2x3YbjduSdJdSPpxkXmy3EXWOo9rZebghA3vQbLORHUyysbO8IcnhNNpul1NouAz62Rlqe9mGg3T+EvupWuufllJ6knwvttuISin3lVJ+qfNwc5KlSVZ1Ht+egW30vSGeu6LVWr9aa3281vp4BrbbV+LP20geSvLJzvKi2Gaj9YMk7+ssz8vA1yRNtttlExougz6yUsoDST5USvnpDHwfd8r2sg2H9OtJPlpK+WKSr2fgX+e228jWJVlQSnk4yZ1JPp/kW6WUX8vAX2p/1/l64JTnLtps30PKgJ9LcnMG/vL35+3MvpbkYOfP2vRa65OxzUZUa/1uknT+rN2Y5D+k0XZzZVAAoJnLZo8GAPDeIzQAgGaEBgDQjNAAAJoRGgBAM0IDAGhGaAAAzfz/9062iE87BgQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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bnh/3PT56978p424EnODMB1ykZsy6JMtWfySz5y7OwPEj2b/n1bz4zF+f8+egJMngwNGuL9h8j1Ky+prfyu7tm7r+ILehoYHsGOfTd8/WoYM7T7lmZKSent6Unt709PQkpefEHS8lJUePesAYvB/EB1ykjh87lDe3/CRHD+8730M5Va159RePnO9RdG1oaCAZGsi5f3Yu0C2f7QIXqaHB4xdeeAB0QXwAAE2JD7jw7TjfA+C0fH3gDLnbBQBoypkPAKAp8QEANCU+AICmxAcA0JT4AACaEh8AQFPiAwBoSnwAAE2JDwCgKfEBADQlPgCApsQHANCU+AAAmhIfAEBT4gMAaEp8AABNiQ8AoCnxAQA0JT4AgKbEBwDQlPgAAJrqPd8DeNfixYvr6tWrz/cwAIAJ8LOf/eytWmv/aOsumPhYvXp1nnzyyfM9DABgApRSXhtrnR+7AABNiQ8AoCnxAQA0JT4AgKbEBwDQlPgAAJoSHwBAU+IDAGhKfAAATYkPAKAp8QEANCU+AICmxAcA0JT4AACaEh8AQFPiAwBoSnwAAE2JDwCgKfEBADTVO94GpZSZSb6QZFeSDyf5Uq11aJTt7k+yL8kltdavjLUMAJjaujnzcXeSwVrrw0m2Jbll5AallHVJltZav5lkQSnlmtGWTeC4AYCL1LhnPpI8mmRRZ3ppki2jbHNXkic6008nuTNJHWXZppN3KqXcl+S+JFm5cmX3oz5Dn/vcH2bLlp3v2+vTxurVl+U73/mz8z0MAM7RuPFRa92XZF8p5cokL9Va94yy2eIkr3SmDya5NkkZZdnI134wyYNJsn79+nqmg+/Wli07s3z5w+/Xy9PIli2fPt9DAGACdHPmI6WUJUlurbX++Rib7E4yrzM9rzNfRlkGAExx417z0bng9FO11m+VUvpKKTeXUlaN2OwHSW7vTN+c4R/VjLYMAJjiurng9I+SfLKU8lCS7ye5NMkDJ29Qa92cZEcp5YtJ9tRaN4+2bGKHDgBcjLq55uOrSb46YvEPR9nuy90sAwCmNg8ZAwCaEh8AQFPiAwBoSnwAAE2JDwCgKfEBADQlPgCApsQHANCU+AAAmhIfAEBT4gMAaEp8AABNiQ8AoCnxAQA0JT4AgKbEBwDQlPgAAJoSHwBAU+IDAGhKfAAATYkPAKAp8QEANCU+AICmxAcA0JT4AACaEh8AQFPiAwBoSnwAAE2JDwCgKfEBADQlPgCApsQHANCU+AAAmhIfAEBT4gMAaEp8AABNiQ8AoCnxAQA0JT4AgKbEBwDQlPgAAJoSHwBAU+IDAGhKfAAATYkPAKAp8QEANCU+AICmxAcA0JT4AACaEh8AQFPjxkcp5aOllG+fZv0tpZSflFIeKqV8r5TyO53lj3WWPVRKWTORgwYALl69421Qa328lHLfaTbpS7Kh1nqslPKFWut3O8u/Xmt9aEJGCQBMGuPGx3hqrT9NklLK8iR7T1p1RyllQZKrktxfax0auW8nau5LkpUrV57rUACAi8BEXvNxb5JHTpr/Wq31gSQbk2wYbYda64O11vW11vX9/f0TOBQA4EI1IfFRSilJ1tRaBzvzM/PrsyBbkyyZiPcBAC5+ZxQfpZS+UsqqUVaty6k/wrk7yec70yuSbD674QEAk003d7tsSPKJUspnktyW5IFRNpuZ5O2T5h9JcriUck+S+bXWjRMxWADg4tfN3S4/SrL2pEX3jLLNM0n+1Unzh5J8YwLGBwBMMh4yBgA0JT4AgKbEBwDQlPgAAJoSHwBAU+IDAGhKfAAATYkPAKAp8QEANCU+AICmxAcA0JT4AACaEh8AQFPiAwBoSnwAAE2JDwCgKfEBADQlPgCApsQHANCU+AAAmhIfAEBT4gMAaEp8AABNiQ8AoCnxAQA0JT4AgKbEBwDQlPgAAJoSHwBAU+IDAGhKfAAATYkPAKAp8QEANCU+AICmxAcA0JT4AACaEh8AQFPiAwBoSnwAAE2JDwCgKfEBADQlPgCApsQHANCU+AAAmhIfAEBT4gMAaEp8AABNiQ8AoCnxAQA0JT4AgKbGjY9SykdLKd8eZ5vHSikPdX6t6Sy7v5TyxVLKn0zUYAGAi9+48VFrfTzJwXE2+3qt9d7Or1dKKeuSLK21fjPJglLKNRMxWADg4tc7Qa9zRyllQZKrktyf5K4kT3TWPZ3kziSbRu5USrkvyX1JsnLlygkaCgBwIZuoaz6+Vmt9IMnGJBuSLE5yoLPuYJKFo+1Ua32w1rq+1rq+v79/goYCAFzIzjk+Sikzk+ztzG5NsiTJ7iTzOsvmdeYBAM4sPkopfaWUVSMW353k853pFUk2J/lBkts7y25O8ug5jBEAmES6udtlQ5JPlFI+k+S2JA+M2OSRJIdLKfckmV9r3Vhr3ZxkRynli0n2dOYBAMa/4LTW+qMka09adM+I9YeSfGOU/b58zqMDACYdDxkDAJoSHwBAU+IDAGhKfAAATYkPAKAp8QEANCU+AICmxAcA0JT4AACaEh8AQFPiAwBoSnwAAE2JDwCgKfEBADQlPgCApsQHANCU+AAAmhIfAEBT4gMAaEp8AABNiQ8AoCnxAQA0JT4AgKbEBwDQlPgAAJoSHwBAU+IDAGhKfAAATYkPAKAp8QEANCU+AICmxAcA0JT4AACaEh8AQFPiAwBoSnwAAE2JDwCgKfEBADQlPgCApsQHANCU+AAAmhIfAEBT4gMAaEp8AABNiQ8AoCnxAQA0JT4AgKbEBwDQlPgAAJoSHwBAU+IDAGhq3PgopXy0lPLt06yfWUr5g1LKp0spf1pK6eksf6yU8lDn15qJHDQAcPEaNz5qrY8nOXiaTe5OMlhrfTjJtiS3dJZ/vdZ6b+fXK+c8UgBgUuidgNd4NMmizvTSJFs603eUUhYkuSrJ/bXWoZE7llLuS3JfkqxcuXIChgIAXOjO+ZqPWuu+WuvLpZQrk7xUa93TWfW1WusDSTYm2TDGvg/WWtfXWtf39/ef61AAgIvAhFxwWkpZkuTWWuufd+ZnJtnbWb01yZKJeB8A4OJ3RvFRSukrpawasWxmkk/VWr/VWX9zhq8D+XxnkxVJNk/IaAGAi143d7tsSPKJUspnktyW5IERm/xRkk+WUh5K8v0kg0keSXK4lHJPkvm11o0TO2wA4GI17gWntdYfJVl70qJ7Rqz/apKvjrLrN85taADAZOQhYwBAU+IDAGhKfAAATYkPAKAp8QEANCU+AICmxAcA0JT4AACaEh8AQFPiAwBoSnwAAE2JDwCgKfEBADQlPgCApsQHANCU+AAAmhIfAEBT4gMAaEp8AABNiQ8AoCnxAQA0JT4AgKbEBwDQlPgAAJoSHwBAU+IDAGhKfAAATYkPAKAp8QEANCU+AICmxAcA0JT4AACaEh8AQFPiAwBoSnwAAE2JDwCgKfEBADQlPgCApsQHANCU+AAAmhIfAEBT4gMAaEp8AABNiQ8AoCnxAQA0JT4AgKbEBwDQlPgAAJoSHwBAU+IDAGiqd7wNSikfTfKva62/e5pt7k+yL8kltdavjLUMAGDcMx+11seTHBxrfSllXZKltdZvJllQSrlmtGUTNmIA4KI27pmPLtyV5InO9NNJ7kxSR1m2aeSOpZT7ktyXJCtXrpyAoQAXus997g+zZcvO8z0MztH27VuzZMkV53sYTIDVqy/Ld77zZ03fcyLiY3GSVzrTB5Ncm6SMsuw9aq0PJnkwSdavX18nYCzABW7Llp1Zvvzh8z0MztGmTdflgx/0dZwMtmz5dPP3nIj42J1kXmd6Xme+jLIMAODM7nYppfSVUlaNWPyDJLd3pm9O8ugYywAAxo+PUsqGJJ8opXwmyW1JHjh5fa11c5IdpZQvJtlTa9082rL3YewAwEVo3B+71Fp/lGTtSYvuGWWbL3ezDADAQ8YAgKbEBwDQlPgAAJoSHwBAU+IDAGhKfAAATYkPAKAp8QEANCU+AICmxAcA0JT4AACaEh8AQFPiAwBoSnwAAE2JDwCgKfEBADQlPgCApsQHANCU+AAAmhIfAEBT4gMAaEp8AABNiQ8AoCnxAQA0JT4AgKbEBwDQlPgAAJoSHwBAU+IDAGhKfAAATYkPAKAp8QEANCU+AICmxAcA0JT4AACaEh8AQFPiAwBoSnwAAE2JDwCgKfEBADQlPgCApsQHANCU+AAAmhIfAEBT4gMAaEp8AABNiQ8AoCnxAQA0JT4AgKbEBwDQVG83G5VS7k+yL8kltdavjLL+liT/Z5KXkixO8tVa63dLKY8lebWz2Zdqra9MxKABgIvXuPFRSlmXZGmt9cullP+5lHJNrXXTiM36kmyotR4rpXyh1vrdzvKv11ofmuhBAwAXr27OfNyV5InO9NNJ7kxySnzUWn+aJKWU5Un2nrTqjlLKgiRXJbm/1jp08n6llPuS3JckK1euPJvxAwAXmW6u+Vic5EBn+mCShafZ9t4kj5w0/7Va6wNJNibZMHLjWuuDtdb1tdb1/f39XQ4ZALiYdRMfu5PM60zP68y/RymlJFlTax3szM/Mr8+CbE2y5NyGCgBMBt3Exw+S3N6ZvjnJD0spq0bZbl1O/THO3Uk+35lekWTz2Q4SAJg8xo2PWuvmJDtKKV9MsifJpUkeGGXTmUnePmn+kSSHSyn3JJlfa9147sMFAC52Xd1qW2v98ohF94yyzTNJ/tVJ84eSfONcBgcATD4eMgYANCU+AICmxAcA0JT4AACaEh8AQFPiAwBoSnwAAE2JDwCgKfEBADQlPgCApsQHANCU+AAAmhIfAEBT4gMAaEp8AABNiQ8AoCnxAQA0JT4AgKbEBwDQlPgAAJoSHwBAU+IDAGhKfAAATYkPAKAp8QEANCU+AICmxAcA0JT4AACaEh8AQFPiAwBoSnwAAE2JDwCgKfEBADQlPgCApsQHANCU+AAAmhIfAEBT4gMAaEp8AABNiQ8AoCnxAQA0JT4AgKbEBwDQlPgAAJoSHwBAU+IDAGhKfAAATYkPAKAp8QEANCU+AICmervZqJRyf5J9SS6ptX5ljG0eS/JqZ/ZLtdZXutkPAJhaxj3zUUpZl2RprfWbSRaUUq4ZY9Ov11rv7fx65Qz2AwCmkG5+7HJXkic6008nuXOM7e4opfzLUsoDpZSebvYrpdxXSnmylPLkrl27znDoAMDFqJv4WJzkQGf6YJKFY2z3tVrrA0k2JtnQzX611gdrretrrev7+/vPaOAAwMWpm/jYnWReZ3peZ/4UpZSZSfZ2ZrcmWdLNfgDA1NNNfPwgye2d6ZuT/LCUsmrENncn+XxnekWSzaPs9+g5jRQAmBTGjY9a6+YkO0opX0yyJ8mlSR4YsdkjSQ6XUu5JMr/WunHkfp15AGCK6+pW21rrl0csumfE+kNJvtHFfgDAFOchYwBAU+IDAGhKfAAATYkPAKAp8QEANCU+AICmxAcA0JT4AACaEh8AQFPiAwBoSnwAAE2JDwCgKfEBADQlPgCApsQHANCU+AAAmhIfAEBT4gMAaEp8AABNiQ8AoCnxAQA0JT4AgKbEBwDQlPgAAJoSHwBAU+IDAGhKfAAATYkPAKAp8QEANCU+AICmxAcA0JT4AACaEh8AQFPiAwBoSnwAAE2JDwCgKfEBADQlPgCApsQHANCU+AAAmhIfAEBT4gMAaEp8AABNiQ8AoCnxAQA0JT4AgKbEBwDQlPgAAJoSHwBAU+IDAGiqt5uNSin3J9mX5JJa61dGWT8zyReS7Ery4SRfqrUOlVIeS/JqZ7Mv1VpfmZBRAwAXrXHPfJRS1iVZWmv9ZpIFpZRrRtns7iSDtdaHk2xLcktn+ddrrfd2fgkPAKCrMx93JXmiM/10kjuTbBqxzaNJFnWmlybZ0pm+o5SyIMlVSe6vtQ6dy2ABgItfN9d8LE5yoDN9MMnCkRvUWvfVWl8upVyZ5KVa657Oqq/VWh9IsjHJhpH7lVLuK6U8WUp5cteuXWd3BADARaWb+NidZF5nel5n/j1KKUuS3Fpr/fPO/MwkezurtyZZMnKfWuuDtdb1tdb1/f39Zzh0AOBi1E18/CDJ7Z3pm5P8sJSy6uQNOqHxqVrrt0opfaWUmzN8HcjnO5usSLJ5gsYMAFzExo2PWuvmJDtKKV9MsifJpUkeGLHZHyX5ZCnloSTfTzKY5JEkh0sp9ySZX2vdOJEDBwAuTl3daltr/fKIRfeMWP/VJF8dZddvnOW4AIBJykPGAICmxAcA0JT4AACaEh8AQFPiAwBoSnwAAE2JDwCgKfEBADQlPgCApsQHANCU+AAAmhIfAEBT4gMAaEp8AABNiQ8AoCnxAQA0JT4AgKbEBwDQlPgAAJoSHwBAU+IDAGhKfAAATYkPAKAp8QEANCU+AICmxAcA0JT4AACaEh8AQFPiAwBoSnwAAE2JDwCgKfEBADQlPgCApsQHANCU+AAAmhIfAEBT4gMAaEp8AABNiQ8AoCnxAQA0JT4AgKbEBwDQlPgAAJoSHwBAU+IDAGhKfAAATYkPAKAp8QEANCU+AICmxAcA0JT4AACa6u1mo1LK/Un2Jbmk1vqVbrfpZj8AYGoZ98xHKWVdkqW11m8mWVBKuaabbbrZDwCYero583FXkic6008nuTPJpi62qePtV0q5L8l9ndmDpZRfnsngu7Q4yVtPPVXeh5e+KCxO8tb5HsREKeWMv46T6vjPwgV5/A3/PF6Qx9/I+37s3/3uBf336lT+2idnePxn8XdrN1aNtaKb+Fic5JXO9MEk13a5TRlvv1rrg0ke7GIMZ62U8mStdf37+R4XMsfv+B3/1Dz+qXzsieO/0I+/m/jYnWReZ3peZ76bbUoX+wEAU0w3d7v8IMntnembk/ywlDLyVMrIbR4dYxkAMMWNGx+11s1JdpRSvphkT5JLkzxwum1qrZtHWzbho+/O+/pjnYuA45/aHP/UNZWPPXH8F/Txl1rr+R4DADCFeMgYANCU+AAAmhIfAEBTXT1e/WI1FR/vXkp5LMmrndkvJfl0JvnvQSnlo0n+da31dzvzU+pR/6Mc/ynfA7XWVyb58c9M8oUku5J8OMPf9/8yU+B7YIxj/4dMka9/KWV6kt9PsjfJylrr/9G5yaE3SX+S/7XWOjTasvM26Ak0xvH/dYafrZUkD9Ra//FCPP5Je+ZjCj/e/eu11ntrrfcmmZYp8HtQa308nT9sU/FR/ycff8eJ74HOPzyT+viT3J1ksNb6cJJtGb7Ff6p8D4w89lsytb7+1yZZWGv9TpIVpZSVSe6stf5Zku1J/kkpZf7IZedvuBNu5PEvTPLtk77+/3ihHv9kPvPRzWPhJ6M7SikLklyV5NlMvd+Ds3rU/yRz8vfA/Zn8fxYeTbKoM700w8c3Vb4HHs2px74lyR9Mla9/rfXpUsqzndm+DP9j/Fxn/udJ/lmSoVGWfa/dKN8/oxz/20luKKX88yQ3Jfkfk9yRC/D4J+2Zjww/8v1AZ/pgkoXncSwtfa3W+kCSjZmavwejHfNU+304+XtgQyb58dda99VaXy6lXJnkpQz/T9WU+B4Yeey11j2ZYl//JCml/A8ZDqpFmSJf+5O9e/y11uNJvllr/XqS/5jkv8kFevyTOT66eSz8pNL5+e/ezuzWDJfwlPo9yOhf9ynzvTDK98CSTIHjL6UsSXJrrfXPM8W+B04+9qn49a+1DtVa/7ckg0neyRT62ienHn8p5bfz6x/BXtBf/8kcH1Px8e53J/l8Z3pFkr/N1Ps9mOqP+h/5PbA5k/z4O//gfqrW+q1SSl+Sn2SKfA+Mcuz/U6bQ17+Uckcp5d7O7PYkq5Pc0Jm/JcPH+pNRlk0Koxz/rUn++878u1//C/L4J218XECPd2/pkSSHSyn3JJlfa30iU+D3oJSyIcknSimfSfJiLtxH/b8vRhz/3+fU74GNk/34k/xRkk+WUh5K8v0M/x/wVPkeGHnsf5Wp9fV/NcmyzvHeluTPkvyolPKHGf6//r+vte4fuey8jXbijTz+ryR5rjP/wSQPX6jH7/HqAEBTk/bMBwBwYRIfAEBT4gMAaEp8AABNiQ8AoCnxAQA09f8DXy4JxeJ6ZE4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2 = pd.read_excel('./体测分数_女生.xls')\n",
    "item_list = [\"女800米跑\",\"女跳远\"]\n",
    "for item in item_list:\n",
    "    fieldName = \"cut_\"+item\n",
    "    df2[fieldName] = pd.cut(df2[item],4)\n",
    "    data1 = df2[fieldName].value_counts()\n",
    "    plt.figure(figsize=(9,9))\n",
    "    plt.hist(data1, bins=4, facecolor=\"blue\", edgecolor=\"black\", alpha=0.7,label=data1.index)\n",
    "    _ = plt.title(label=item,\n",
    "     fontsize=32, weight='bold',\n",
    "     color='white', backgroundcolor='#c5b783',pad=30)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b271937d",
   "metadata": {},
   "source": [
    "### "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "c97cdd8b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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eBP4ILI95OBGRBKCiU0TSgQu4hGixec7RTmwOhHlu5T4eW7SbrQd1VVNEjs24/r24cfpgLp/cnyyPq6vT5wP/j+j2K2bMw4mI2ERFp4iksizgs8CdwOCjnbj9YBP/XLyb51fs056aInLCemW4uPLkgdw4bRAj+xx1UgXAeuAXRK+ABmMeTkQkzlR0ikgqyid6VfOrQPGRToqYFm9trOCfi3bx/rbqeGUTkTQzfVhvbpw2mPPH98XtdBzt1H3Ab4h2vm2MSzgRkThQ0SkiqaQv8HXgCxxlvWZ1U4Cnlu3lX0v2sL/OF7dwIpLeinO8XHtaKTdOH0S/vMyjnVpHdM3n74GKeGQTEYklFZ0ikgqGAt8CbgGOuIP76r11PLpoF/9bU0YgrOVTImIPt9Pg8skD+PwZwxh19Km3AeAR4FfAtnhkExGJBRWdIpLMxgN3AddzlP0139t8kAff3cayXdqlQEQSh2HAWaNLuO2M4Uwd2vtop1rAc0TXfS6LSzgRkR6kolNEktEM4LvApUc6wTQtXllbxp/mbmf9gYb4JRMROQ4nDyrg9jnDOG9c365OfRf4KfA20WJURCThqegUkWRhAOcC3wPmHOmkYNjkuZX7+Mvc7eyqbolbOBGRnjC8OJtbzxjGVVMG4nEdtenQXOD7wPvxSSYicvxUdIpIMjgT+Bkw/UgnNAfCPLF0D3+dv4OKhkDcgomIxEJJrpdbZg3lhumD6JXhPtqprwF3Ayvik0xE5Nip6BSRRHYK0Wlk5x3phLqWII8s3MUjC3dR1xKKXzIRkTjI9bq4Ydogbjl9KH16ZRzt1BeAHwLr4pNMRKT7VHSKSCIaDdwHXH2kE8rr/Tw8fwf/XrqHlmAkfslERGzgcTr4+CkD+NJZIxmQf8TtVizgSeBHwNa4hRMR6YKKThFJJIOIvln6NHDYxUy7q5v543vbeWHlfoIRbXsiIunF63Jw/dRBfOljwynOPeKVzwjwKNEP73bFK5uIyJGo6BSRRFBMtBvtFznCPpsVDX5+//ZWnlq2l7Cpn1sikt4y3U4+NWMwt88ZTkG250inhYCHgfuBA3ELJyLSgYpOEbFTL+AbwJ1AzuFOqGsJ8ue523lk4S78IV3ZFBFpK8fr4pbTh/C52cOO1nDIDzwI/D+gMm7hREQOUdEpInbIAL5AdPuTosOd0BIM8/cFu3ho3nYa/OG4hhMRSTb5WW4+P3sYn541hCyP60inNQD3An8AgnELJyJpT0WniMSTA7iJ6Dqj0sOdEAybPLF0Dw++s43KJm19IiJyLIpzvHzhzOF8cvogvC7nkU7bSnSGyctEmw+JiMSUik4RiZeZwO+AUw930DQtXvhgP795awv7an3xTSYikmL65WXwpY+N4NrTSnE7D9uXDeBNoksctM2KiMSUik4RibVSouuIPnGkE95YX86v3tjMloqm+KUSEUkDg3pn8Y1zR3HFlAFHOsUE/ky0c3hV3IKJSFpR0SkisZIFfBO4CzjspnKLtlfzi9c28cHeunjmEhFJO1NK8/nRpWOZPKjgSKfUAfcQbTgUilcuEUkPKjpFpKcZwDXArzjCus3tB5u47+UNvLdFTRRFROLFMODySQP4zoUn0S/vsJ8FAmwmut7zFbTeU0R6iIpOEelJY4l2RTzrcAfrfSF++9YWHlu0W3ttiojYJNPt5PY5w7htznAy3EdsNvQ60fWeG+KXTERSlYpOEekJvYiuB/oK0KlXf8S0eGLJHn795mZqWzRrS0QkEfTPy+A7F47m8slHXO8ZAf4E/BCojVswEUk5KjpF5EQYwCeBXwJ9D3fC+9uquO/lDWwqb4xrMBER6Z6TBxXwo0vHMqk0/0inHCT6oeLTaMqtiBwHFZ0icrzGA38EZh/u4L7aFn7yv428tq48vqlEROSYGQZcOWUA37lgNH16ZRzptFeALwK745dMRFKBik4ROVZe4HvAdwF3x4OBcIS/zN3BH9/bhj9kxj2ciIgcvyyPky+cOZzPzx6G9/DrPVuAHwC/B8JxDSciSUtFp4gci+nA34g2DOrknU0Hueel9eyubolvKhER6VEDCzL50aXjOHdsnyOdshK49dB3EZGjUtEpIt2RA/yE6Joeo+PBPdUt3PPyet7eeDDuwUREJHYuGN+Xey8bR8nhp9xGgN8SbSTXHM9cIpJcVHSKSFfOAx4CBnc8EI6Y/HnuDv7wzlYCYU2lFRFJRb0yXHz7gtHcOL3Tr4EP7Qa+ALwav1QikkxUdIrIkfQGfg3cfLiDa/fV853n1rChrCG+qURExBanDi7gZ1dNYGSf3COd8m/g60BF/FKJSDJQ0SkiHRnA1cADQEnHg/5QhF+/uYW/LdhJxNTPDxGRdOJxOrhtzjC+dNYIvK7DNhqqBb4J/ANtryIih6joFJG2+gMPAlcc7uDiHdXc9dwadqlRkIhIWhtWlM3PrprAtGGFRzrlXeAzaHsVEUFFp4hEGcBngV8BeR0PNvhD/OyVjTy5bC/6kSEiIhDd2/OaU0r5/sVjyMvstIMWQANwB/AvdNVTJK2p6BSRUuAR4KzDHXxzQzl3v7iOioZAXEOJiEhyKMrx8INLxnL55AFHOuUZoo2GquOXSkQSiYpOkfR2DdHOtPkdD1Q1BfjRf9bzv7VlcQ8lIiLJ58xRxfzkyvEMLMg63OEyotNtX49vKhFJBCo6RdJTLvB74NOHO/jcyn3c9/IG6lpCcQ0lIiLJLdfr4seXjePjpww80ikPAt8G1BxAJI2o6BRJP9OJrq8Z1vHA/jof33t+LXO3VMY/lYiIpIwLx/flp1dOoCDbc7jDW4AbgWXxTSUidlHRKZI+XMB3gR8Bnfrc/3fVfu5+cR0N/nDcg4mISOopzvXyy6sncuZJnXbfAogA9wI/BfSLRyTFqegUSQ9DgMeBWR0PNPpD/ODF9by4an/cQ4mISOq7cdogvn/xWDI9h93XcwnwKaJXP0UkRanoFEl9NwB/Anp1PLB8Vw1fe2oV+2p98U8lIiJpY2hRNr+5bjKTS/MPd7gFuBP4C9paRSQlqegUSV15RBs2fLLjgXDE5PfvbOXBd7cTMfUzQEREYs/lMLjjYyP48lkjcDkdhzvlf8DNaGsVkZSjolMkNZ1OdDrt4I4H9lS38LWnPmDlnrq4hxIREZk4MI/fXDeZ4cU5hzu8B7iW6LRbEUkRKjpFUosT+CFwN9DpY+RnV+zlx//dQFNAPRtERMQ+GW4H371wDDfPHHK4wyHgm8Af0HRbkZSgolMkdRQDTwDndDzQ4AvxvRfW8vKasvinEhEROYI5o4r51TUTKc7NONzhZ4DPAQ3xTSUiPU1Fp0hqmAo8C5R2PLBkRzVff2oVB+r98U8lIiLSheIcL7//xBRmDC883OGtwNXAmvimEpGepKJTJLkZwG3A74B2O3CHIia/eXMLf567HfUKEhGRROZ0GHz9nFF86awRhzvsB+4A/h7fVCLSU1R0iiSvTKJbodzc8UB5vZ87nljJit218U8lIiJynD52Ugm/uW4S+Vmewx1+hGjx2RLXUCJywlR0iiSnYcBzwOSOBxbvqObLT3xAZVMg7qFERERO1ID8TB68YQqTBxUc7vBaotNtt8Q3lYicCBWdIsnnYqLboeR3PPCXudv5xeubtfemiIgkNbfT4HsXjeEzs4Ye7nAT8Fng6fimEpHjpaJTJHk4gR8BP+h4oCkQ5lvPrObVdeXxTyUiIhIjF0/ox/+7eiI5XtfhDj9AdGsVTe0RSXAqOkWSQyHwL+D8jge2VjRy++Mr2F7ZHP9UIiIiMTa0KJs/fvJkxvTrdbjDC4CrgMr4phKRY6GiUyTxnUp0O5TBHQ+8vPoA335uDS3BSPxTiYiIxEmG28G9l4/n2lM77QwGsAu4FFgX11Ai0m0qOkUS283AXwBv28FwxORnr27ibwt22pNKRETEBtecOpD7Lh9PhtvZ8VAT8Ang5finEpGuqOgUSUwO4D7gex0PHGyIboeybJe2QxERkfQztl8vHr75VAbkZ3Y8ZAHfAX516M8ikiBUdIoknkzgUeCajgeW7qzhjidWUtmongkiIpK+inO8/OWmUzh58GG3VXkEuB01GBJJGCo6RRJLH+A/wLSOB/7x/k7u/99GwtoORUREBK/Lwc+umsBVJw883GE1GBJJICo6RRLHeKJrUdo1DApHTH7wn3X8e+lee1KJiIgksC/MGc63zj8Jh8PoeGgXajAkkhBUdIokhvOBZ4DctoMN/hBffHwlC7ZV2ZNKREQkCZw3tg+/uW4y2Z3381SDIZEEoKJTxH5fAP4AtGvFt7emhc88soxtB5vsSSUiIpJExvTL5a83n6YGQyIJSEWniH2cRH8Bfq3jgZW7a7n1n8upbg7GPZSIiEiyKsrx8JebTuUUNRgSSSgqOkXskQP8G7ik44GXVh/gm8+sJhA2459KREQkyXldDn561QQ+fvgGQ/OAy4D6+KYSSW8qOkXibyDwEjC544Hfv72V37y1Bf2zFBEROTFHaTC0GrgQKIt/KpH0pKJTJL6mEG1m0L/tYDBsctfza3h+5X57UomIiKSgc8f24beHbzC0k2gTv63xTyWSflR0isTPmcB/6dChtrY5yG2Pr2DpzhpbQomIiKSysf168chnTqOkV0bHQ5XABcDK+KcSSS8qOkXi41KiW6J42w7uqGzilkeWsau6xZ5UIiIiaWBgQSaPfXYaQ4uyOx5qBK4A3ol7KJE0oqJTJPZuJNoxr92WKIt3VHPbYyuo94VsCSUiIpJOCrM9PPKZqUwYmNfxUJDo7+pn4p9KJD047A4gkuK+BDxGh4LztXXlfOpvS1VwioiIxEl1c5BPPLyY97dVdTzkAZ4Cvhj/VCLpQUWnSGwYwA+AP3Q88MzyvdzxxEqCEW2JIiIiEk9NgTCf+ccyXl5zoOMhA3gQ+PGhP4tID9L0WpGe5wD+D/haxwN/nb+D+1/ZqC1RREREbOQw4MeXjeNTM4Yc7vCfic5UisQ1lEgKU9Ep0rNcwF+Bmzse+OXrm3nw3W3xTyQiIiKH9ZWzR/CNc0863KFnia7zDMQ3kUhqUtEp0nMygCeByzse+MGL63hs8e74JxIREZGj+uS0Qdx3+Xgcjk6zat8l2tm2Ie6hRFKMik6RnpEL/Af4WNvBUMTkzqdX89/VndaOiIiISIK4YHxffnf9ZLwuZ8dDS4Dzgfr4pxJJHSo6RU5cIfAqcFrbQX8owhceX8m7mw/ak0pERES6bcawQh761CnkZrg7HlpKtPCsi3sokRSholPkxPQD3gLGth1s8If43KPLWbqzxp5UIiIicszG9e/FI5+ZSnGut+OhZcB5qPAUOS4qOkWOX1+i6z1Gtx2sagpw89+Xsv6AloCIiIgkm+HF2fz71umU9MroeGg50cKzNv6pRJKbik6R41NCtOBsd4Vzf52Pm/66hB1VzfakEhERkRM2rCibf39+On06F54rgXMBTWUSOQYqOkWOXRHRgnN828GdVc188uHFHKj325NKREREeszQougVz755nQrPD4BzUOEp0m0qOkWOTSHwNjCp7eCuqmaue2gRFQ3azktERCRVDCnM4t+fn06/vMyOh1YRLTyr4x5KJAk57A4gkkR6A2/SoeDcU93CJx5erIJTREQkxeyqbuH6hxZzoM7X8dBkoo0EC+MeSiQJqegU6Z584A1gStvBfbXRgrNMU2pFRERS0u6jF55vE112IyJHoaJTpGt5wOvAKW0H99f5uP6hxezv/EtIREREUsiempYj/c6fBLwDFMc/lUjy0JpOkaPrRbTgnN52sKzex3V/WcyemhZ7UonIcYqAI4Dh9GM4AhiOQPS2w4/hbPPn1vEgGObRH9JygOXAwgmWCywnWE6sD7+bbqxIFlYk+9BXFlYkCyJZgBGXVy0iPaO0dyb/vnU6AwuyOh5aC5wNVMY/lUjiU9EpcmQ5wGvArLaDFQ1+rvvLInZVq+AUSQwmhqsRh7sWw12Hw1136HsthrMJw+kHx4dFZtjusK0sy4EVyWwtQlsL0nB2h9s5WOF8rHAvuyOLCDCwIJMnP3/YwnMNcCbax1OkExWdIoeXDbwCnNF2sLLRz3V/Wax9OEXiyQi2KSQPfXe1LTAbMIyI3Sljzop4MEOFmMEizGD0u/Xh90iu3fFE0spRCs/3gfMAfTIt0oaKTpHOsoCXgY+1HaxsDPCJhxez7WCTPalEUp0RxOEtx5lRhiPjAE5vGYanGodLH/J0xYp4MUO9OxSk0T+rIBWJjQH50cKztHenwvMV4AogFPdQIglKRadIe27gBeDitoPVTdGCc0uFCk6RnmC46nFklOH0ti8wDUO/k3qaFfFiBvoQ8Q8k4isl4ivFChWi9aQiJ25gQSbP3j6TvnkZHQ/9C/gU0MWicJH0oKJT5CMG8DfgM20Ha5qD3PDwYjaVN9qTSiSpRXB4D+LwluHMOIAjoxyHt0xXL21mRTKJ+AYS8Q/E9A0k4hukK6Iix2lUnxyevm0G+Vmejod+D3wN0JttSXsqOkU+8lPgu20H6n0hPvHQYjaUNdgUSSTJOAI4M3fiyt6BM2sHDm8ZhiP111umAjOUR8Q3ENNf2lqQYna6eiNxEti/EXfRYBzej6ZuWmYEw+EEoGXrEjx9huHqVUyoZj+ugv4Yhq5e2+XkQfk8/rlpZHlcHQ/9APiJDZFEEoqKTpGoLxP9RLKVPxThhoeXsHKPmtCJHJERxJm1C2fWDlzZ23Fk7MfoaosRSQqWZUTXiPpKifiGEG4ahRXOtztW0rPMCJUv/gzTf/TlGsHybWSNnE7Rpd9sHatf+BTu4sFkjZxO9esP0Ou0K3Hl9aHiqbvpfe4X8BQPjnV8OYo5o4r5682n4nY6Oh76IvAnGyKJJAwVnSJwLfAkbRY4RUyL2x5bzlsbD9qXSiQRGSGcmbtxZm/HlbUDR+a+tOgcK1GRQAmRppGEm08i0jIULLfdkZJSpKUehzcLwxn972eZESqe/D59b/j5Yc83A82AAQ4nFU9+j343/R/Vb/yJvGlX4d+zlozBE3H1KiHcVIPD5cGRkRPHVyNtXTapP7+9bjIOR7urzhZwPfC0PalE7KeiU9LdWcCrQLuFGN95bg1PLdtrTyKRRGKEo0Vm1g6c2dtxZuzVdFkBwDJdRFqGEm4eRaRpFGawj92RklZXRadv5wfULXg8WqRGwuB0EWmuw5mZC4YDDk2rDTdU4h0wmuJLvxXP+NLBjdMH85MrxnccDgGXAG/EP5GI/TpNPBdJI1OAF+lQcP7qjc0qOCWtGc4mXLnrceWux5m1A8MRtjuSJCDDEcaVsxVXzlbo8z/MUB7hplFEmkcRbh4BZqbdERNa8OBOXAX9cLi7XjfbvOFdSq68G8ObhRVowZlT0HrMskzCNftxF5ZS885fyZ18YSxjSzc8vng3vbPdfOPck9oOf9gd/2xgsS3BRGykolPS1TCiVzjbtWt8dOEuHnhnmz2JRGxkuOpx5a7DlbsOZ9YubV0ix8zhrsdTsAwKlmFZDkxfKeHmkYSbRmH6S9EWLe01b5yHK7eI3JMv7nTMDLQQaazGXVRKxNeIM7s3zpwCIk21HPjHl3EXDmxzcgQrEqbfzb8hb9rHcWYXdHo8ib/fv72NgiwPn5k1tO1wFvA/4AxgvS3BRGyiolPSUQnwOtBuLtj/1pRxz0v6HSDpw3BX485dh6vXOhwZ+1RoSo8xDBNn1m6cWbvxFr8VvQraMJFQw2RM/wC74yUGw4G7qLT1ZvDgTsqfuAuASGMVOFz0u/m3ODNzKTjz09GTnC4yh0xu11wo0lJP7bt/ix5WwZlQ7n15AwVZHq6Y0u7vfG+iU2xnAbvsyCViBxWdkm5yiH7KOKLt4OId1Xzj6VWYes8tKc7hqcDV69AVzYwyu+NImnC46/EUzsdTOB8zUESoYRKhhslYwWK7oyUMT8nQI67p/JAVDuLfv5HyJ+4iXHsAZ24xhtOJp8/wOKWUY2FZ8K1nV5OX6eZjo0vaHupPdLbVTEAt8iUtqOiUdOIBngNObTu4sayBWx9dTiCsbR4kNTky9n80ddZbaXccSXMObxXe4rfxFr9NxDeAUMMkwg2TsMJ5dkdLaE3r3qFp9Wu4enUo1A0HwYM7Kfvn1ym+/Lu48koO/wBii1DE4gv/WsHjn53GqUN6tz00GngWuBAI2hJOJI5UdEq6MIC/Aee1HdxX28LNf19KY0CNUiS1GK463PnLcOd9gMNTY3cckcNyZu7Hmbkfq+RVIi1DCDdMJtQwAcwsu6MlHCvkJ2fieeRMOAeAmjf/RK+pV+HKi64UqXj6R5pem6D8IZNbHl3G07fNYHTfXm0PnUV0/87PEd1WRSRlqeiUdHE3cGPbgZrmIJ/621IONgZsiiTS0yK4cjbhLliKM3uL1mhK0jAMC1f2TlzZO/H2/S+RppGEGiYTbhwLlqfrB0gHhqPdzY473hkOB4ZL+6YmqgZfmFv+sYwX75hFSa92HYtvAbYCR59bLZLkVHRKOrgKuLftQEswzGf+sZQdVc02RRLpOYa75tBVzeU43I12xxE5IYYRwZW7CVfuJizTTbhxHMHaGZi+wXZHi6uGFS/hHTAGb99DLQjMCDjbvG2zTCzLIlS9l+b17xFu0NT5RHeg3s9nH13O07fNINPjbHvoZ8B24Bl7konEnmF1/KhMJLVMBt4n2qYcgIhp8dlHl/HeZv2ClmQWwZW7AXf+UpzZ23RVU1JexDeAYO0Mwg2TwErOK3pWJET5v+7CMIz2BeQRuAv60/uCL2EYDgIHNuPIysOd3xeA6ld/T69pH8fdewCB/Rsx/c1kDj+1i0eURHDe2D78+cZTcDjabSPkBz6G9vCUFKWiU1JZH2AZUNp28L6XN/C3BTvtSSRyggx3VfSqZv4KHK4mu+OIxJ0ZziZUdxqh2ulY4Xy749jGv2ctnn4jcbgzuj5ZEs7nZg/l7ovHdhw+CJwG7Il/IpHYUtEpqcoLvEO0HXmrp5bt5TvPrbEnkcjxMsK4ctdFr2pm7dRVTRHAshyEG8cQqp1BpGVE13cQSTD3XzGeT07vNG18NXA6oE8VJaWo6JRUZAB/Bz7ddnDZrho++fASghFtjSLJwXA24e69AHf+UhyuFrvjiCSsiL8PodoZhOpPVuMhSRouh8HfP30aZ4zqtF/tC8DVgN6wSMpQ0Smp6E7gV20H9tW2cPkD71PdrK2wJPEZrlo8hXNx5y/HcGg7H5HusiIZhOpOIVg7AytUZHcckS71ynDxwhdnMbwkp+Oh+4l23hdJCSo6JdVcBLwEtPaWbw6EufrPC9lYpq6ektgcngo8he/hyluNYegDbpHjZVkGkeZRBGtmEmk+ye44Ikc1pDCLF++YRX5Wp6v0nwSesCGSSI9T0SmpZAzRrm/tdl6+7bHlvL6+wp5EIt3gyNiLp+hdXDkbtV5TpIdFfAMJVJ5DpHm03VFEjmjG8EIeu2UqLme7/VgDwBnAUntSifQcFZ2SKgqBJcDwtoO/fH0zD767zZ5EIl1wZm3DU/Qermz9HRWJtYiv9FDxqSufkphunDaIn1w5oeNwGXDKoe8iSUtFp6QCN/AacFbbwf+u2s9XnlxlSyCRI7Nw5WzAU/Qezsy9docRSTuRlkEEqs4h0jzK7igindx7+Tg+NWNIx+F5wNmAFvlL0lLRKangQeCLbQdW763j2r8sIhDWujhJFBFcvVZHi03vQbvDiKS9aPF5LpHmkXZHEWnlchg88pmpnD6yUyOsXwDfsSGSSI9Q0SnJ7mbgkbYDFQ1+LntgARUNAXsSibRj4s5bgafoHRyeWrvDiEgH4ZbBBCvPIdKi4lMSQ0GWm5e/MpsB+ZkdD10B/Cf+iUROnIpOSWbjgGVA60/lQCjCtX9ZxOp99falEjnEmbMBb8lrurIpkgTCLUMOFZ8j7I4iwqSBeTxz+0w8rnaNheqJru/cbk8qkeOnolOSVQ7Rbm5j2g5+7clVvLhqvz2JRA5xZOzB2+cVXFm77I4iIsco3DyUYNU5RFqGd32ySAzdNH0w910xvuPwamAG4It/IpHjp6JTkpEB/BO4se3g44t3c/eL6+xJlGIC5dtw9SrGmZV3wo9lBloAC4c3+8SDJTjDU4m3+DXcvdbbHUVETlC4aQSBg5dgBvraHUXS2G+vm8wVUwZ0HP478Fkb4ogcNxWdkow+BzzcdmDd/no+/qeFahzUQ+oXPY0jI4fcKRdhRcIED+5sd9wK+gjVHiB38gWtY2bQT6SljkhjFeHaMsKNVUSaaog0VOIdNIG8aR+P98uIm16BZs44OJ/3zp2HYejvoEiqsCwHobrTCFaehxVJ/Q/OJPFkup3850uzGNUnt+OhzxItPkWSgsvuACLHaBLwQNuBBn+IO55YqYKzJzmcuAsH4tu1ioyBYwGL5vXv4upVQtZJM/FX7SFcX956et2Cf+HfsxbD5cXh9hKs3EWf6+7Dlden9RwrEsJwum14MbHjMsNcvn0B129+i5ywn4pBA9k0urzrO4pIUjAME0/BEty9VhOoOptQzUzAaXcsSSO+UIQvPL6C/3zpdHK87d62PwisBFbZEkzkGOlKpySTXsByoF2LwdsfX8Fr6/RGvydUv/FHgmVbMf2NGJ5MHN5sck++hOzRp1P1v1+Te/KlePuNpGn9u1hBH7lTLqJ23mP4d67EcHtbHydcewBnbjGG61CRaZqYwRZKPv6DdoVoMpt5YC2fXf8y/ZurW8e25Zfw3dtqMBxHuaOIJC0zUIT/4MVEmsZ0fbJID7p4Qj8e/OTJHYd3EG0sVBf3QCLHSEWnJAsDeBK4tu3gP97fyT0vbbAnUQqrX/I83n4jyBg0EQAzFODgs/fQ9xM/jR5f9DTukqFkDT8Ny7LADBMoi64DBaib/zi5ky/AmVuEFQ4Qri0jc/iptr2enjSw8SB3rH6OyVWHbx74u7OG8f60PXFOJSLxFG4aib/iMqxgsd1RJI386NKxfGbW0I7D/wWuBDTdSxKaptdKsvgCHQrOVXvr+OkrG22Kk3rCDVVU/e//wLKINFbRvCG6E02vqVcRqt5L77NvxTIjNK15k6a1b9Hv5t8AYBgGphmh9p2HKbr0m9EHsyJYkRBWJEioag/+feuTvuh0R0J8YvNbXL3tPdxm5Ijn3bCoiqWTXYS84TimE5F4cuVsJTvrtwRrZhOsOgssj92RJA389JWNTByYzymDC9oOXwZ8C/h/9qQS6R5d6ZRkcAqwEGj9rV7vC3Hx7+ezr1Ydw3tSuLEaZ3Y+LZsWYFkmOeM+hm/7ciwssoaf1npeYP8m3MWDcXiihallRtj7+xvwlEQ/gW07vdYK+sgcfhr5s2887HMmg5MrNnPHmufbTaU9msdPHc5/z90d41QikgjMYD6Bg5cQbuy0tYVIj+vbK4P/feV0CnO8bYdN4GzgPVtCiXSDik5JdPlEF8q3m0/yuUeX8dbGg7YESmX+fRtpXvc2GYMmYFkmWaNmYgV9NCx9HkdmL9xFgwBo+uAVsieeS/ZJs4Bo0Vnx5Pfpe8PPAah580/0mnoVrrw+BMq20rJ1MQVn3GTb6zpevX313Lb2P5xxYM0x3a/F5eHLn8+gMa8lRslEJNGEm07CX34pVqjI7iiS4k4fUcQ/b5mKw2G0HS4DJgDd+3RUJM40vVYSmUG0HXi7gvMvc7er4IwRK9iCqyC6J139wqdoWPIc7uLBuPP64u0/qnWNp3/nCrx9R3x0v0iI4MGdlD9xFxC90hko29Z6pTNj8KT4v5gT4LBMLt3xPp/a+BpZ4cAx3z8rHOTqtwbyj49rbadIunDlbCZ72HaC1XMIVn0MvcWSWFmwrYrfvLWFO887qe1wP+Ah4GpAV5Qk4egnoiSyrxBdHN9q+a4afvn6ZpvipL5wQyWu3GhjjLyZ15Ez7mNAtDFQR21nSRgOJ8WX30Xm0ClA+yudkeZafDtXxiF9zxhVu4cvrXqOkfX7T+hxztu6i9cOFFLWv7aHkolIojMcYbzFb+PK3YD/wDWYgf52R5IU9cC72zh1cAFzTippO3wVcDPwiC2hRI5C02slUY0DVgCtixZqmoNc/Pv5lNX77UuV4mreeoisUdMJlG3DmVPQWnTWzn0U347lOLzRzdHDtQfoc/39uAtLo1Nrn7obImFwOFuPt90yxWypJ3/OzWSNnG7PC+sGdyTEzRte5Yrt83H20IfEy/qX8suby3rksUQkuVimk2DV2QSrzwS0j5L0vOIcL699bXbH9Z1NRPc032FPKpHDU9EpicgDLAamtB389N+X8t6WSnsSpQHLsqib/zgFZ9yEb9cq/DtXkjnsVNxFgwjs24Cn/0m4cgsBCB7cibv3AAzX4Ts2tr3S+aHA/k04MnNx9x4Ql9dzLEbW7uXOlU8yuLGixx/7x5eXsmGsCk+RdBXxlUavegZLuj5Z5BidN7YPD32qU3f4hcAcQG3UJWGo6JRE9BPg+20HHp6/g/v/p+1RYsm/bz2uvD64cqNNMKxIGN/Olfj3rCFcsx/T34QZ9GGFAlghP54Bo+l1ymVUv/4gzuz8do9lhYMYTjcYHzU5sEJ+3IWlFF78DQyjXfMD2zjNCDdsfpNrt7yDy4rNFmc78ou567ZaXegQSWOW6SJQeT6hmlnoh4H0tJ9/fALXnzao4/DdwP02xBE5LBWdkmimA+/T5rfylopGLv3DAgJh7XscS5YZwTg0PTYdDG4o484VT57w2s3u+MPHhjF/upoKiaS7cPNQ/GVXY4UK7Y4iKSTL4+SVr8xmSFF22+EwMBNYZk8qkfZUdEoiyQZWAa1tUUMRkysefJ/1BxpsCyWpxbBMrt76HjduegOPGZ+ZR1UZuXz1iyFCXs10Ekl3VsRD4OBFhOoSd427JJ+TB+XzzO0zcbbfRmULcDLQbE8qkY9ojockkl/QpuAE+O1bW1VwSo/p11TFL+f/kVs2vBK3ghOgyN/Ixe8l3lpWEYk/wxkko9+LZJb+DcNVb3ccSREr99TxwDtbOw6PAn5lQxyRTnSlUxLF+cBrbQdW7q7lmr8sImLq76icuIt2LuTWdS+REQnZ8vwtLg9fuTWThnx94CwiUVYkA3/FpYTrT7E7iqQAl8Pg2dtnMHlQQcdDlwIv2xBJpJWKTkkEvYG1QOuGZi3BMBf9bj67qlvsSyUpISvk56sfPM0ZB9bYHYXXRw7lb1fvtTuGiCSYUONYAmVXYUVy7I4iSW5IYRavfHU2WR5X2+GDwIRD30Vsoem1kggepE3BCfDTVzap4JQTNrxuH3947zcJUXACnLNtN/339bY7hogkGHfuBrKG/g5n5i67o0iS21Xdwn0vb+g4XAL8FUiM1vGSllR0it2uP/TVau7mgzy+eLdNcSRVXLpjAb+e9wD9m6vtjtLKaZnc9Nbh9zYVkfTmcDeSOfhh3AUL7I4iSe7fS/fy5oZO+05fCtxqQxwRQNNrxV4DiE6rbV18UNcS5PzfzqOiIWBfKklqWSEfX//gaU4/sNbuKEd072WlrBtXZncMEUlQofpJ+Ms+DpY+pJLjU5jt4bWvnUFxrrftcAswDthlSyhJa7rSKXYxgL/RpuAE+MGL61RwynEbWbuXB979bUIXnAA3zfWBtp0VkSNw560ma8iDGJ5Ku6NIkqpuDvLtZzstLckC/oym2YoNVHSKXW4j2rG21UurD/DSGl39keNz2fb5/N/8B+jXkjjTaY9kaH0VZyweZHcMEUlgzowKsoc8gCt3nd1RJEm9u/kgTyzZ03H4fOAGG+JImtP0WrHDAGAjkPvhQEWDn/N+M496nz3bWUjyyggHuHPlkwl/dbOj6owcvvqFCMEM/Z0XkaMLVp9B4OAF6FqBHKtcr4u37pxDn14ZbYergDGHvovEhX56iR1+T5uCE+Dbz65RwSnHrF9zFb+e94ekKzgBCv1NXPJe/65PFJG05ymcR+agv2I4m+yOIkmmMRDmh//pdLW8CPi1DXEkjanolHi7DLiq7cAzy/cyd4vWrcixmXJwC79773cMbSi3O8pxu2LNHvJqtS+fiHTNlb2DrKG/x5Gp7u5ybF5fX8Gr6zotX7oJOM+GOJKmVHRKPOUAD7QdqG4KcP8rG22KI8nqym1zuW/RX8kN+eyOckIyIiGufaug6xNFRACHu4GswQ/hLnjf7iiSZH70n/U0dJ5R9hcg24Y4koZUdEo83QuUth24/5WN1LVoWq10j8sM840VT/L5dS/htFKj/etZ23YxcG+h3TFEJEkYRoSMvi+R0f9JMIJ2x5EkcbAxwM9f3dRxeAhwT/zTSDpS0Snxcgrw1bYDC7ZW8fzK/TbFkWSTF2ji5wv+zLl7l9sdpUc5sbjpLZfdMUQkybjzVpE1+C8Yzka7o0iS+PeyPSzZ2anD+9eJvkcTiSkVnRIPLuAh2vx9C4Qi3P1i8jV/EXsMqS/jt3N/x7iaXXZHiYkp5fuZsE5NhUTk2Dgz95M15E/az1O6xbLge8+vJRCOtB12AH8F3PakknSholPi4UvAyW0H/vDuNnZVt9gUR5LJaeUb+b/5D9C3pdbuKDF109wWjIj26xaRY+Pw1JA1+M84MjrtxyjSyfbKZv7wzraOw5OJXvEUiRkVnRJrpcBP2g5srWjkL3O32xRHksm5u5fywyX/ICscsDtKzA1pqOLrBybaHUNEkpDD1UzW4Idx5mywO4okgb/M3c6m8oaOw/cAI2yII2lCRafEkkG0W227zmjffX4toYhlTyJJGtdvfotvfPA0rhRpGNQdM17dSYGZaXcMEUlChiNE5sDHcecvsTuKJLhQxOK7z63FNNu9F8sA/kz0vZtIj1PRKbF0BdF9OVs9sWQPy3en9jRJOTGGZfLF1c9z88bX7I4Sd1Z1Dd/bOsbuGCKSpAzDJKPfC3iKX7c7iiS4D/bW8eiiXR2HzwZujn8aSQcqOiVWegF/aDtQ2Rjg569pT045MnckzPeWPcalOxfaHcU2Q15Zw5BArt/uHCKSvLxF75LR7xkg0uW5kr5+9fpm9td12u/6/xF9DyfSo1R0Sqz8BBjQduC+lzfQ4AvbFEcSXXbQx/0LH+L0A+nd1djy+7nj8drU2hdGROLOnb+CzNJHwUj9NfFyfJqDEe5+YV3H4RLgbhviSIpT0SmxMJlox9pW87ZU8t/VB+xJIwmv0FfPLxc8yITqHXZHSQiDDjJz1D6r0y7eIiLHwpWzhazBD2kvTzmidzcf5K2NFR2HvwaMjH8aSWUqOqWnGcBvabMQ3R+K8H3tySlHMKihnF/P+wNDG8rtjpIwDHB867lIpzlPIiLHSnt5Sld+8vIGguF2TfvcwP/ZFEdSlIpO6WlXAHPaDjzw7jb21uj9s3Q2vG4fv5z/R0p8dXZHSTh5LUyZs8ZcZncOEUl+0b08/4Qjc7fdUSQB7apu4e/v7+w4fClwvg1xJEWp6JSe5AV+2XZgX20LD8/TlEnpbFTtHn72/l/oFWqxO0rCuvU1s7fDtLQQWkROmMPVQlbp33Bm7rI7iiSgB97ZRmVjp/W/vyF61VPkhKnolJ70JWB424H/9+omAuH02WdRumd0zW7uf/8hckO6An40ngjDP/GeucjuHCKSGgxnkMzSf+iKp3TSFAjzi9c7tRIYA3zBhjiSglR0Sk8pBn7YdmDF7lpeWlNmUxxJVGOrd3L/wofICWtXkO64dKk1OjNgqQuIiPQIwxkgq/TvODL22B1FEsyzK/axZl9dx+F7gKL4p5FUo6JTeso9dNjX6b6XN9gURRLV+Krt3Lfor2SF1cK/uxwWxV/+r7nS7hwikjoMZ4CsQX/HkbHX7iiSQCwL7nmp03u3fODe+KeRVKOiU3rCeOC2tgMvfLCfVXvr7EkjCWli5TYVnMfplG3W1OI6S3sOiUiPMZx+sgb9DUfGPrujSAJZsbuW/6za33H4NmCSDXEkhajolBNlEG2r3fp3yReM8IvXtMWgfGTywS3cs/hvZERCdkdJSgZkfueZSKfWgiIiJ6K18PR2KjIkjf381U34gpG2Qw46bIcncqxUdMqJuhA4r+3AQ/O2U1av9XoSdXLFZn68+O8qOE9QaRUzR++1NtqdQ0RSi+H0HSo8NZlCosrq/fxp7raOw2cCV8U/jaQKFZ1yIjptHlxe7+fPc7VFikRNrNzGD5f8A6+pXT9OlAHGN5+LaG6yiPQ4w9VC5qC/4vCq+Z9EPTRvB/tqO21p9isg04Y4kgJUdMqJuB0Y3Xbgl69vwheKHOF0SSejavfwIxWcPaqXj8kfW20utTuHiKQeR2vhWW53FEkA/pDJz17ptFRqCPC1uIeRlKCiU45XAfDjtgNr9tXx/AdaFyJQ2ljBvWoaFBOfe90sdpiWKnkR6XEOV3O08PRU2B1FEsD/1paxZEd1x+FvE+1oK3JMVHTK8foh0LvtwH0vb8CybEojCaOkuYafvv8QecFO03KkB7gjDL3xHXOh3TlEJDU5XE1kDn4Yh+eg3VEkAdzbefu7fOCb8U8iyU5FpxyPIcAdbQf+t6aMZbtq7UkjCSPf38hPFz5Ekb/e7igp7aJl1rhMv9Vgdw4RSU0fFp6Gu8ruKGKz9QcaeHlNpyZTXwP6xD+NJDMVnXI8fkC0iRAAgXCEn7+mpprpLjvo4ycLH2ZAs96kxJoDCr/6X3Ol3TlEJHU5XI1klT4Czma7o4jNfvPmFiJmu6ls2cB3bYojSUpFpxyrEcDNbQf+tXgPe2t8NsWRROANB7ln8d8Y3qCW+/EyZbs1vU+tpV3dRSRmHN4qsgb+EwxteZXOtlc289zKTr9uvgAMsiGOJCkVnXKsfgQ4P7zhC0b403vbbYwjdnOZYe5e+ijjanbZHSWtGJDxnWciu+3OISKpzZm1m4z+zwBq2pDOfv/2VoJhs+2Qh+jMN5FuUdEpx2IM8Mm2A48u2kVlkzqUpi3L4s4VT3Lqwc12J0lLA6qZOXa31anLg4hIT3L3WoOn+DW7Y4iN9tX6eGLpno7DnwFG2hBHkpCKTjkWPwKMD280BcL8Za6ucqazmze+ypn7V9kdI20ZYNz5fETz3kQk5rxFc3HnL7E7htjowXe24Qu224vdCdxjUxxJMio6pbsmANe1HfjH+zupbdH73XR1/q4lXL/lHbtjpL1cP5PO+cDUO0ERiTlv3//gzNbMlnRV2RTgkYU7Ow5fD0y0IY4kGRWd0l3tPslq8IV4eP4Ou7KIzaYc3MKXVj9ndww55DNvmH2cEUufAIlITBmGSeaAf+Hwqmlcuvrz3B00+Nv9ujGA+2yKI0lERad0x8nAlW0H/rpgBw2+sE1xxE4lfh93LXsMl2V2fbLEhdtkyE3vmIvsziEiqc9wBsksfQTDpf2Y01G9L8TD8zpddLgMmGZDHEkiKjqlO+5te6O2OcjfF+yyKUpyMkN+LCva+S/ib8JqU7C1bF1M05o37Yp2TDJNuDyYz+vTvkezO8vuONLGBcut8dk+S+8CRSTmHO4GMkv/AQ6/3VHEBn9fsJPqzk0k77cjiyQPFZ3SlenAxW0HHpq3g6ZA+l7ljPgaaFr/LoH9m/BtX0bL1sWEG6qINNW2O8+/byNWODoFJVS5mwN//QLlT9xF2T++QsPSF7DCwejjNddhHeoF8+FYInJYcEWzh3zTQaGrN6/NvJeKnH52x5JDHND7q/8xV9mdQ0TSgzOjnMwB/wIiXZ4rqaU5GOGPnbfLOxs4y4Y4kiRUdEpX2l3lrGoK8OiiXTZFSRCRCM1r38aKBPHvXU+oei+RxkrKHvsG5U/cxd7ffYLyJ+6i8sX78e9bH72Pw0nm0JPpe8PPyZlwNp6SodQveppQ9V4wHBguD2aghbJ/fgMzmJifHJ/f4mZgpHWLVgqMTJaceheb+kyyMZW0NWmnNb1PjdVpB28RkVhw5WzF2/dFu2OIDR5fvJuyel/H4Z/QZpcDkbZUdMrRzAbObTvw57nbaQmm+aeaTifO7HwyBk3EXTgQV34/cLjIHncWfW/4Od4Bo+l7w8/JHHoKnpKhABhGh5/BhoPsMXOoevn/Wo81b3iPgjM/g8OTEe9X1KXT/C7Gh1ydxnNwsWvMrSwcdr4NqaQjA7zffSay1+4cIpI+PAXL8BS+a3cMibNA2OQPb2/rODyD6HtHkU5UdMqRdOpGdrDBz+OLd9sUJ5EY+HatovyJu6hf/Gy37xOur6Bl21JCNdGuf+6iUnqddqg/k2XhKuiPu3hwbCKfgOEhB2f4OxecH/Jg0DLoUl6ZeEscU8mR9K9hxvhd5nq7c4gkEjNoEq5P32UhseYpfgNnzka7Y0icPb18L/tqWzoO32VHFkl8R34nKeluNjCn7cCD723HH1LHUsMwyBwymaJLv0nT2re6eS8LV14fskZMJVi+FSscoOKZH2GFAkSa6wBwZucTrNhOv5t+jbuoNGb5j0VBxODiZg+OLmbLODDI6H0Kz04v4Yolv8RlpfnVcJt943kzcss39Jmi2KNpYxOB/QGsiEWgLEDfa/rizHYecbwrwaogB184iKfEgxWyKPl4SesMkYYPGvDv9ePMdBKqDVF4XiHufDe182sJN4Zx5boomF1Aw8oGsk/KjvVLT1uGYZHZ7xmad34ZK1xgdxyJk7Bp8dC8Hdx7+fi2wxcCk4DV9qSSRKV3JXIk325740CdjyeX7rErS0KxjjAerivHt2MF2ePOwrdjBY6MHAxn9HMdy2xfrBsuL0UXf4M+1/2EvOlXkzf9avre8HMGff2ZhCk4XRZc1uzBewzLM3pnlPLC6ffR6O0Vw2TSlZwAE89bYS62O4ekp7LHy+h9dm+Kzi8id1IuFS9UHHW8K/v/vp/iS4opubwEZy8ntXOjTdvCTWHql9ZTclkJhecWUnheIeVPlgPQsLKB4ouKafigIXpuXRh3gTsGr1Y+ZLhayBz4L0BXlNPJ08v3Hq6T7bcPd66kNxWdcjhj6dCx9i/zdhAI6yonAGbksNNrXfl9yRx2CtljZpM57BR6n30rDm/0k3UrEiLSVI1vxwrCtWUAOLPyWovSD0V8DQQP7ozfazmKs31uSsxj/xFR6MzjzRk/Zm9e4k0VTieffsvs54xYoa7PFOlZvab0gkO/Lrx9vYSqQkcdP5rAwQCR5gjefl4AcifnUvNuDQDBg0GcGR9dKXXnu1un0JqB6BOZfpNgVRBPsadHXpscnTNzH94+/7M7hsSRP2TyyMJdHYevB4bFP40kMhWdcjjfbHujtjnI08vUm+RDVjhE1qjp9L3h5+RNv7pb9zH9jXj7n0TmsFNwFfTDt21J6xYq9YufpX7xs5Q/cRcVT95N7Tt/xYrY+0nxuKCTicHjn32fj5fVU+5kTf+pPZhKjoXLZPDNb5kL7c4h6afP1X0wnNEZEvXL6imYXXDU8aPxbfOROTiz9ba3xEuwPIgZMskYmEHjukYaVzVGz93tI2tUdP9gZ6az9XvjmkZyJ+X23AuUo/L0XoQrd43dMSSO/rloN83tt9JzAHfaFEcSlNZ0Skf9gRvbDjy2eDe+kNbofSjSWIUzu3e3zg2Ub8PbdwThugo8fUe2jmcOn0rB2Z/HMAya1rwJhkHOhHNiFfmYFEUMzmk58WloWTgpG/UpanL6c+aWF088mByz81daE58+w6pryjTy7c4i6SVYGaTiuQqcWU5yL8ntcvxIwvVhnDnt1306MhxEmiK4C9wM/tpgdv50J5nDM8kYlEGfq/oAUHxpMTXv1FB0YRG+XT7qltQBUDBL6w3jIaPfczT7+2OFiuyOInFQ7wvx76V7+Nzsdhc3bwHuAQ7ak0oSja50SkdfAVorjkAowj/TfV/ODkJ1ZXj6jez6RCBYHm0nHq4rw9t/9EcHDKPzNioJwH1oHaenh7bZcmMQ6X8O/z35Cz3yeHJsDCj42oummjlI3HmKPZTeXkrm8EzKny7vcvxIzMMs67AsC8NtYJkWNW/XMOyHw8idnEvtvFp8O6P7BmYOyaT3Wb2xItFzTZ+J6Tdp2dGp06bEgOEMkDnwcTA0wz9d/HX+ToLt/71mEH1PKQKo6JT2coHb2w48t3IfVU1Bm+IkplD1XjIGTYjesKxoAelwYDbXYlkftRmyImGa1r5JpKUeZ3YBOByYgRZMfzOG46N/em3vY7fzWtwUHsc6zqMxMMjpNZ5nZv6AgFPrquJtwi5rRr9qS13AxBYFswqoW1CHGTS7Nd6Rq5eLSFP7mTZW0MKV46JxdSOeEg/ePl4Kzypk4OcGUvZ4Wbtz/fv8mH4TTx8PnhIPvu2dNrOXGHFmlOPt+x+7Y0iclDf4eXHV/o7DdwDqLCiAik5p71Yg78Mbpmnx8PzEaGqTKEx/E+7CUgzDScPy/1I771HcBf1wF5ZihgJU/Pu7lD9xV3R95tM/wFM8hFD1XnJPjvZlat7wHi2b5uMuHtrmQcOdutvaYVLAydhQ7GbcF3r68tLpP6EmszBmzyGdGeC565lIp3cCIrFgBkx2/2Y3ltn+wzQrbB1x/GiyhmXh2/NRoRgoD5AxKCP657IA3v7e1mO5E3MJN320rizij+DIcGCFLAyXgeEwWhsMSXx48pfjylthdwyJk7/M3dFxKB/4fPyTSCLSmk75kBv4WtuBNzdWsLOq2Z40CSribyJn3McA6HXqZWSOmIo7vy8AxZd9q8v75065iOxxZ+HwZLSOuYuH4My094PAkrDBWb7YbyfQ28hm3rQfMHHNHxlWsyXmzydR/WqZMWGnuXbtUMcEu7NIajOD0SmshiM6RT9QFsA7wIsVsQ477sxyYpkWe/+4l6Lzi8gamdXu8TJKM3B4HAQqAnj7eGn8oJGCOdF1mdmjsmla10TuxOja0HBDmIwBH/1sbVrdRK/JvWje1By9WmqCp0SzLeIto++LtPgHYAb62h1FYmx7ZROvry/n/HHt/l9/HfgD0GlfFUkvRiJN7RNb3Qg81nbgqj8uZOWeWpviSLx4LPhUo5eCHp5WezR+TPrseIZT9syL23Omu2Yvaz/zDZeKTom5+mX1BA8GcWQ4CJYHKbqoCHeB+4jjZtBk6/e30veavuRNzev0eMHqIAdfPIin0IMZNunz8T6ta+Lrl9YTqg3hcDsI1YbofVbv1v04a9+vpWBWAWbI5OCLB7HCFn2u6oPDq0le8RYJFNOy80tgebs+WZLalNJ8XrhjVsfhzwF/syGOJBAVnQJgAKuAiR8OLN9Vw9V/XmRbIImfy5s9jAo5uz6xh4WxMA4u4NwNT8b9udPVP85xLHr1NMcMu3OISPoJ1U/Cf+ATdseQOHjy89OZPqzdUpotRPeA11YIaUwf9wnAubQpOAEemtdpXr6koCkBpy0FJ4ALA2fJbF447WtEeqhbrhzdTe+YA1wRS53BRCTu3HmrcRfow+x08Kf3tnccGgVcEf8kkkhUdApAu8WI2yubeHNjhV1ZJE4KIgZz4rCOsyt52SN5/vR7aHZndX2ynBCXyaDPvGHqXZ+I2MJb8j8cHr2/SHVzt1Sy4UB9x+Gv2pFFEoeKTpkCnNN24K/zd6BZ16nNsODiFg/uBLnCWOgq5LWZ91KR08/uKCnvnFXWpJwWS4u1RSTuDEeYjP7PAuoinOr+0nnG3GxAfQXSmIpOubPtjcrGAM+v1O4KqW56wEW/SGL98y8wMlly6l1sLpnY9cly3AzI/8YL5lq7c4hIenJm7sXTe77dMSTGXllbRmVjp4a1X7AjiySGxHrXKfHWB7i27cCji3YRCOsTyFTWJ2www5+YuyXl4GLn2M+zaNj5dkdJWLXhMM3mifViGLfHmjGgytrdQ5FERI6Jp/hNHJ6DdseQGApFLJ5ctqfj8E2AvXvEiW3UvTa93QX87MMb/lCE6T97m7qWkI2RJJach7ZHKYrj9ijHw8SC+pWc88Hf7Y5yRLfv28vmwEef4k7IyOD3AwYe8fygaXLK1i3kO524Dm33kOtw8N+hwwDY6PfzWG0t/dwush0Obukd7fz3j5pqgpbFaG8Gc3JyeKK2lo/n5eF1nNj/w4p8Fn/5C67pJ/QgIiLHKdIyiJbdt6PrH6mrX14GC75zFk5Hu6U8XwIetCmS2Ej/0tOXA/h824GX1xxQwZniTve7Er7gBHBg4Mg7hb2f+H9YzsS8Knt+bi7vDh/R+nW0ghNgVyjIt0tKmD9iJO8OH8EjpYO4rbAIANOy+H55Gd8uKeHLRcUcDIdZ2NxMwDRZ6/dzW2ERz9bXARCyrBMuOAH61DF98nZzzQk/kIjIcXBm7cHde4HdMSSGyur9vNW5MeUXIUEaSkhcJf67T4mVc4GhbQf+tbjTNAhJIf3CBqcGErOAO5KtZTlsue53mLm97Y5ywjIMB9fk5bfefrWxgQtzcwFY0tLCQLebfGd0+5o52Tk8WVdLg2niPnRVtNk0Wd7SwqlZPdfl92svmk403UVEbOItfhPDXWV3DImhfy7a1XFoLDAn/knEbio609ftbW9sOFDPB3vrbIoisea04IIWD44k/HBx/wFYde5PQ77MonK7s7QVtCz+r/Ig91aU8+X9+6gMh496/iCPh4xDVyj3BYPkOBw4DhWUq/0+xmZktJ470utlrd9Pb6eTkGURsix6O51sDPgZ1+a8E5UVZNzFyyxtoSIitjAcIXWzTXELt1ezvbKp4/AX7cgi9lLRmZ4GAJe2HXhiia5yprKZSTKt9kjqaiLuRVN/5KjNG7nB7iwf2ugP8NnehfywT1+uzc/nN5Xdb4rxeF0tl/TKa71dFQ63XuUE6OVwUB0O4zQMrsnL57n6Om7pXUim4eDJulrebGzssdfxyXfNQa6w1anFoIhIPLiyduEuWGh3DIkRy4J/Le7Ut+5KoL8NccRGyfsuVE7EZ4HWd7jNgTAvrjpgYxyJpT5hg6lJNq32sAxHyQeTvzp0X/8zFtsdBeDHffu2FoqzsrJZ4fN1634+02RnMNiuyAxZFrSZ5GpC67rNGdnZXJ9fwK5gkLBl0dflZq3f1+WV1e5ymQz87BumrnaKiG28Ja9juKvtjiEx8uyKffiC7bquu4BbbYojNlHRmX46/UP/z6r9NAV65g2sJBaHBRcm6bTawzKMzC0jr522YfRN79kdpW3R9+E02e54v7mZIR5Pu7FCl4u6NtugNJomRW2KUoD6SISdoSCDPW4GuKOFZ085a7U1JbfFqumxBxQROQaGI0RGv2dp9+mbpIwGf5gXV3XaA/7zgNuGOGITFZ3p5yKgXZvNf2lqbcqaGnBRnMTTag/LMIzyvtPPXHrKXQtMw2FLu+VtgQDX7d7VetuyLDKM7v13XuFrobBDR94JGRls8n80w3VLIMCkzMzW2/uCQUo9bgKmhRsDJwZ+s+fenBmQd+fzkbU99oAiIsfIlb0Td4EmXaSqxxZ1mmLbH7jMhihikxR7NyrdcFvbG6v21rH+QINdWSSGepkG0/0pMK32CJpyS09/f8bP1odc2bXxfu7eTicTMz4qCpe0tDAnJ5vGSIQv7NvL7mDwiPfdEwxFp9O2MSs7hz2hIA2R6NXOd5saubpNp9vFLS3MzMpmqMdDnRmhLhKh1N2zHxCP2cvMgZXWzh59UBGRY+AteQ3DrUkXqWhDWQMrdnf6da2GQmlERWd6GQJc2HbgX0s6ffIkKeJjPjfuVJlWewQhT87kBTN/Wtec1Seuf5F7u1xcl5/PU3W1PFlXy/stzdxeWESzabIxEKD6KOst85wOeneYOusxDH7atx+/qDzI76sq6e92t9saxWMYOAyDy/PyeKOxkbpIhPE92MUWwAD3Xc9Eut8NSUSkhxmOoKbZprDDXO08CxhjQxSxgaEt2tLK/cD3PrzR4Asx7adv4wtFjnIXSUZDQg6uafbaHSN+LKtm4ro/7y2qXjfJ7ijJ7udXO1avHOnQf0cRsY1v/7WEG062O4b0MI/TwaLvnkVhTrv3J78HvmpTJIkjXelMH26iXWtbPf/BfhWcKchhwdm+NFubbxi914y/fczOwRcssDtKsvvqf003+jRSRGzkLXkVDO3klGqCEZOnlu3tOHwD4DnM6ZJiVHSmj8uBPm0HntDU2pR0asBF71RrHtQdhuHZOfTS09eMv22upblZxy0zyNjLlljq5iEitnG4G/EUvWN3DImBJzsXnUXABTZEkThLw3emaatdA6GlO2vYUtFkVxaJkRwTZqRw86DuqCqaOGfx1B8tjjhcfruzJKtPvGcOdoct/fcTEdt4ei/AcFfZHUN62J6aFpbv6tQs6iY7skh8qehMD6XA2W0HntA2KSnpTJ8bT4o3D+oOX1bJjAUzf7494OlVaXeWZOS0GHDra+YSu3OISPoyHBEy+r5kdwyJgedXdtqz8zKgwIYoEkcqOtPDJ+GjSqTBF+LVdWU2xpFYKA05GBNK76ucbUVcmeMWTv9JoCGndKvdWZLRnLXWlLxmS5cZRMQ2rpzNOHM22R1DetjLaw8QCLfrKeIBrrEpjsSJis7UZ9Bh2sL/1pYRCJs2xZFYMNKxeVA3WA7nwOWnfKdPRckpy+3OkmwM6HXnc5ENducQkfSWUfIycORtqCT5NPjCvL2x0w5dn7Iji8SPis7UNxkY23bghQ86TWuQJHdKwEVxOjYP6g7D6LV+zGembB1+5Ty7oySbk/Yzc9BBa4fdOUQkfTm8Vbh7L7Q7hvSww7wXnQUMtyGKxInepaa+dlc599W2sKzzAm5JYtkmzEzz5kFdMgzn3tJzzlg5+avzLAxd5u8mA1zfeSaiKbYiYitv0TvgbLY7hvSg9zYfpKY52HH4RjuySHyo6ExtmXToWvviBwfQDnypZbbfjVfNg7qlLn/UGQun37c87PSqdXM3FTcw9dQt5iq7c4hI+jKcfrxFb9sdQ3pQKGLx0uoDHYdvAr2hSVUqOlPbN4GstgPVzdpsOZUURgzGBZ12x0gqgYyCqQtm/my/L6N3p992cnhf+a/pxdLHVSJiH3fBEm2hkmKeX7mv49BwYIYNUSQOVHSmts90HPjRpePYdN8FPPKZ05hSmmdHJulBs31uHPpQ8JiZTu9Ji6bd46zNG6FGOd2QEWLMFYssLaoSEdsYRgRvn1fsjiE9aPW+erZXdpp4pD07U5ShD69TVhHQ5R6FDb4Q72w6yK/f3MKempY4xJKe0j/s4JNNXrtjJDfLahm19ak1Aw/Mn253lEQXMThw853OgqDbyLQ7i4ikr5ZdnyfiG2Z3DOkhd3xsBN86/6S2Q7VAP0BT81KMrnSmrgu7c1KvTDdXTBnA3G+dybLvn80PLxlLfpaa0iSDM3z6/3TCDCNry8jrpm086cb37I6S6JwW/T//qrnE7hwikt6iVzt1wSRV/GdVpy62BcDFNkSRGFPRmboua3erbjfUd5o738owDIpzM7jl9KF88IPzmPutM7njzOF4XPb/FfHt/IBwfaf9nACwIqHDjkf87adrWGYEM3T8H5pFWuqxwod/LjsMCzkojWgtZ48wDKOs34wzl55y13zTcCTO/+QENHu9dUpek9XlDAoRkVhxZu7DlbvW7hjSQ/bV+li8o7rjsPbsTEH2VxQSC7nAJe1G5v0f/HY8/OMiWPEI+OqOeGfDMBhcmM23LhjNpnsv4JWvnM41pwyIaeCjaVj6PKHqve3GzFCApnVvc+Bvd9D4Qec1HnXv/YOmNW+2uYNJ+aNfwwp3as/d/nEDLYRqD+DbtYrGVa9RN/9fVL/6e6pe/jXNmxJkm0fLYkzzkT9AkOPTlFs6+/0ZP10XcmXV2Z0lURmQ+63nIhvtziEi6c1T9Da62pk6nl/Z6WrnRUBvG6JIDGlNZ2q6EXis9VYkBL8aCb7aj85wemDEOTDxWhh1Abi7XqYVipis3F3Lg+9uY97W+HSQCzdWUTf3UYouuZP6Jc/h6lWCGfTRuPIl8qZdTcbQKTgze7W7j2VGOPDX2+n36T/g8GS0jpc/cRd9b/j5EZ+r+rUHCNXux+HyYrg8BA5sYuAd/2z/2JEQhtPdsy/yGI1o2saFlW9S7emDI3Mm/RxDbc2TagwztHPq8p85slsqBtudJRFZEPn2Lc5du/sY2sRbRGzj23cj4cbxdseQHpDrdbHs7nPIcLebwXUz8M8j3EWSkBaFpabr293a/k77ghMgEoTNr0S/vLkw+pJoATp0DjgOP23T7XQwbVgh04YV0hIMs2BrFb95awsbyxpj9TpoWv06uSdHL9r6d62iz3X3ARDYt46MQRM7FZwAvu3LyRw+tV3B2VHLlkV4+o3ElVsEQNUrvyVUtRfD5cYM+SHkxwqHKH/irtb7WOEQhtNJ8VU/wJmZ25Mvs/ssi6l1ywEoDFZA8AX2egfgyTidPg77rkanEsvhHrrktB/UTFz7p9VFNesn2Z0n0RjgvOuZSM0XvuRS0SkitvEUvquiM0U0BsLM31rJuWP7th2+EhWdKUVFZ+rpDZzfbmTdc0e/R6ARVv87+pXTB8ZfBROugQGnHPEuWR4X543ry7lj+1DnC/HG+nJ+++ZWyhr8PfASosxQgKY1b+Ipjl7JM9oUw4Y744jrORtX/Jfe532RxlWv0bjyZRwZOQQrdoBhcODvX8KRkQNAxuBJ5M/6BACFF34V099IpKEKx6FCtvqV31B40dejWXwNmKEAGQPH9NjrOx6jmrdSGGr/AUJxYD8EnmJ3xhCyvbMocvSxKV0KMYzeayZ8IWfYzv++P2TPG7PsjpNoChs5bdomc+WS0Y6T7c4iIunJmbkfZ84mIk2j7Y4iPeD19RUdi87zie41r60VUoSKztRzFW3/v4b90auZ3dVUAYv/FP0qHB4tPidcG/3zYRiGQUGWh+tOG8S1p5ZSXu/nhQ/28+C722kOhk/ohTSvf4esk2bhyMz58MlajzncGdErkkDL9mVkDBiDIyOHQNlWQjUHaNm0gLyZ15E7+QLMQAsVT30fw+UlZ8I55Ew457CvI9JcR/3CJ8k/89MAWJaFFYmuAfXvWw9ga9FpWGbrVc7D6ePfheXfxa7MkeR5Z1JgFMYxXQoyDM+OYZfPasgd/N6E9Q/PMdCGqG3d8bKZvfQkw7QMQ70BRMQW3qK3aVHRmRLe2lhBOGLicrb+SskkWni+YF8q6Ula05l63gQ+qqo2/Bee7oF9dvufDBOvgfEfj14N7YJlWWyvbOaJJbt5ZNEuTPPYni7SVIt/71rCDVV4+40gY9BEyv75DQyXJ3q8sRrD7W29apl10ixyT76EmjcexDtwHFY4SO6k6AXfhuX/wZGRQ9OaN8kcPpWciecednpsqLaM8n99C3fvgdHblbtxF0eX9ZktDfSaegU5E887thfSg0Y3buLcqne7dW4EBwezRlPomUEvIy/GyVJfZkvFwqnLf3qy0wwfec52GnpqtuP950536EqwiNimZc9niTSPtDuG9IAnbp3GzOFFbYceQ51sU4aKztSSB1TR9krnM5+G9T34IZHDCUPOiBagYy4Fb+c1lR1FTIt1++t5eN4OXl5b1q2nCdWV487vS/2S51uLzoPP3kPJ1T8CoHnTAkx/E7mTL2i9j3/PGlz5/QmWbyXiayB30vmYQT+VL/6Mkqt/SMWT36fokm9QN+8xii65s/Nz1pZRv/BJii6OTqnt9HyB5tZCNt4My+TGff8mP9xwTPcL4+Rg1nj6eKaTbWTHKF16cIZ966YvuaePN9RYbHeWRBExKLv5Tmde0G1k2Z1FRNJTuGUIvt232x1DesDNM4dwz2Xj2g7VASWAtjNLAZoWlVrOo93U2gBsfaNnn8GMwI534cUvwi9HRovaTS9HGxMdgdNhMKk0nwc+eTKbf3IBj312KqcNKTjq07jz+x71uKfPcAIHNrUbyxg0EVevdp+Q0bD0OfJnf7J1PairVwlWJEzD0uc7PaYVCeHbuYLyJ+6i/Im7COzf1Prn+gVPQOTEpgufiDFNm4+54ARwEaF/y2oi9X9nR2gefqvn1tymm4grc/zCGfcHGnNKt9mdJVE4Lfrd/oq5zO4cIpK+XFm7cGbtsDuG9IA31pd3HMoH5sQ/icSC1nSmlovb3dq1AILNsXu2sD96FXX9C5BZAGMvhwlXw5DZR7yL1+Vk9shiZo8spskf4t3NlfzmrS3sqDy2nO6CfoRry4j4m3Bm5GD6m1qn2n4oUL4NZ24R3n6jWscsM4Kn70jq5v+LYNVeep97Ow63FwBnVh4lV/0Ab/+TgPZXOkO1ZYQO7jymjD3FsExOrVtxQo/hsUL0b1qO37GWA1knM8B1Cl7D00MJ04flcA5cdsp3GsZt+MeKPpUrjtxpK43M2mCd8thZ1sHaXKPE7iwikp48Re/g2zPM7hhygsrq/azeW8ek0vy2w1cCb9mTSHqSptemDgdQDnw09e/Vb8OSv8Q/Sa8B0eJzwjXQd0KXp1uWRXVzkFfWlPHbt7ZS0/LRVdOO02sLL/4GzRveI2vENPx71hLYv4HCC75M4+rXW6e+tmxZRLBqN+78fljhIA1Ln8eRlUfw4E48JUPBcJAxcBzegWPJHDoFANPfRMWT38dwe+FQX5S2azoBzJZ6Ci/+ersiNh5GNm3jgso3e/QxW5xZ1GedxkDnJNyGPns6ZpYVHrT3rYUjdrx4ht1REsG2fsz/3qddR/60SUQkxpp3fQHTp+2Vk90XzxzOty9o1xzqAFAKHGN3EEk0KjpTxzRgcbuR302GWnuuzrUqGXOoA+7VkN/1LwPLsthX6+OZFXt5aO4OKhY8haffKDIHT2L/Q5/HO2AMroJ+ODN7kTP5Qg4+82M8JUMwgz4Kz/siAC1bFhJpriN3ykXtHrv8ibvoe8PPux297ZXOD/m2L8fTbyTOrPg157l2/3P0CR6MyWM3OXNpzp7KQMd4nMbh92eVI8uv3Tx3yuo/zDaw0nqpggWRuz7j3LmzrzHC7iwikp7CTaPw7b3F7hhygoYX5/D2nZ1m1E4HltgQR3qQis7UcS/wg9ZblZvhwan2penIMKB0WrQAHXclZHW9nYdpWXztOz+g3N2fpZHB+HauJGPIZABqXnuAwgu/ghkKUL/wSYJlm+lz/U+Bwzf9sSJhyv/1Hfp96v86PU/zhrnUL3qqdX/O1vuEAtErn23Hgj4yBk+i4GPx+cXW33+Aj5f9J+bPU+/KJ5A1nYGO0Ti0A8Yx8fprl05bdt9YVySQ0/XZqasmh+W3f9l1qt05RCR9Ne+8A9NfancMOUFvfWMOI0ra/Ur9f8BdNsWRHqKiM3WsAD7aqH3hH+CNu+1LczRONww/K7r/5+iLwN1148twxGTV3jr++N523tl09Kt+vh0rcGTktK7NBDBDfhqWPE/+6TeccPx4urjiVYa17Irb89W6i4hkzmSgUxes2qptOkivrEKcjsNfDXZEApunLf1Jr8xATb84R0sov7nCsWLRGIfWuoqILUKNY/Dvu9nuGHKCvnX+SdzxsXbvQ7YAowEVLUlMRWdq6A/sbzfyyMXRRkKJzpMNoy+OFqDDPwaOrtcX+kIRFm6r4rdvbWXt/vo4hLRHfqiOG/f9G8OG567y9MOVOYu+jkE2PPuRbdn/AWW1u4mYYSrq9nL5tFvJ8h79AuNPn/kcLYHG1tuThs7mmllfAuDbj1yBx/XR1ewzx1/FOZOv43/LHsHCYtKQWZQWj+Lt1U9z9qRrjx7OMitOXvXbmvz67WOO/xUmt4CLLZ/6pnOEZehyuYjYo3nHVzAD/e2OISdg4sA8/vul0zsOjwM22BBHeoiKztTwOeDh1lv+OvjFcDDt2+LjuGQXRafeTrgWSrueGmxZFg3+MG9tqODXb21mf21qbQdyZtVcJjTa+/P1oLeUjIzTKXEkxgW8+5/+LN+75q8YhsHaXQvZtH9lawF5JIs3v8b0ky7o9rGqhgPMXfciF516M8+8/weuP/1rLN36JqePvbTrgJbVctKWJ9cMKFswvdsvKsU8c7ox/5nZTjUVEhFbhOqn4D9wnd0x5AQtvOss+udnth26G7jfpjjSA/RpdGpov1XK9neTr+AEaK6CpQ/D386NNkF6577o2tQjMAyDvEw3Hz9lIAu+fRZLvnc237toNLkZyd+NNSPiY3TTFrtjUBLYS6/6f7PL9yLVZqXdcZgwZCamFW1gV5JfSnVjpz29Tlijrw6vOxOvK4PGljrW7F7IxCGzundnw8jaPOr6aRtP+uTcHg+WJK563xrpDVox3KtJROTIXLlrMZz6EZTs3thQ0XHoChtiSA/Slc7k5wWqgezWkRdug9VP2haox/Wb9FEH3Nyur7hZlsWu6hb+vXQ3f1+wk3ASNtk+rXY50+uW2R2jHRODzNIp5Din0Vyf2fUdYuy1lY/Tr2AIk4Z2moLTzttrnqGuqZJAyE8w7OcTZ3wdrzua/3/LHsEXbCIQ8uFwuLj29K/gCzTx0rK/c8HJN/L26qco7NWPj034+DHny23cPf+Ulb+a7rBM93G9wCS2cLTx3m+vdJ5pdw4RSU/+igsJ1XTqgCpJZMbwQv59a7tJQxZQAlTZk0hOlIrO5Hce8HrrLcuEX46Almr7EsWK4YAhp0en3469FDLyu7xLxLTYWNbA3xbs5IUP9nd5fiJwWBFu3vs4OZEWu6MclsPpYsDomTTVT8DX7O36Dj2sqqGMl5f9g0xPNtec/uUuu+3+852f84k538Dt9DB/w0s0tNRw8anRRhN/f+s+PnP23RiGwX+WPEyf/FKmn3QBq3cuoK65isElo6lpLKehpYY+BYMYM/DYmrO6g40fTF96zzB32Be/PXYSgAXNX7jD2VTTy+hjdxYRST9msJDm7d8EW7oiSE9wOw1W/fA8sr3tZq9dDzxlUyQ5QSo6k9/vgK+03tq3DP56jn1p4sXlhZHnRQvQUedHb3chGDZZvruGB97ZxsLtiVuUj2zaxgWVb9odo0sujwfDWbrQ4Tl3tOHI6h3v51+y5Q32V+/gqhm3d/s+DS01PPT6D/nmlQ90OrazYgPvrX2ez5zzUdfnBRteotnfwIQhM5m77gWumfVlXM5ju3BpmKEdU5f9zJntq0irXct39GX+XZ9xaW2niNiiZc8tRJpH2R1DTsDfP30aZ40uaTv0N6J9TCQJaU1ncjOAS9qNbHnNniTxFg7Axpfg6ZvgVyPhP3fAjrnRK71H4HE5mDm8iCdunc76e87nT588mVF9Em9rxYkNa+2O0C3hYJCQb/vMQP2fXcGml9+zrDYtYuNg2qjzWLLldYLhwBHPsSyLhpaa1tvZ3l74gtG1PpFImCb/R92PszN64Qs2tbuvZVnsrtxEcd4Asry9qKjbc8w5LYd72JKpd+dU9x675pjvnMSGljNreJm11e4cIpKe3AWL7Y4gJ2jB1k69JM5Fl6+TlorO5HYSMKzdyJY37EliJ389fPA4/PMy+PVYeP37cGDVUe+S7XVx4YR+vP61M1j5g3P56ZXjKc7xxCfvURQFqugf6PnmODHWywxtOTNQ92Aw1PzmXMsKx6SNcDDk50+vfq+1kdCHIpHQEe+zYe9S/vbmva23m/z15GcXAfD+pv/x/MI/fXTMV0/eoWMA28rWMLL/JELhEC6HG4fhOGqBe1SGo3D1hC+etLv0nPeP7wGSjwGObz8TabA7h4ikJ1fOJgxXnd0x5ATM39pp+eYgYKQNUaQHqOhMbu271jYcgPK0upjSWWMZLHoAHpoDD5wGc38BNTuPeLphGPTO9nDDtMEs/f45LLzrLO48bxRZHnv+aUxsWGfL8/aQwkhw7ZxA3R9qQy3z5lnWUarB4xAMB9h9cHPrGs6Kur30KxiK15PFX9/4MTvK13e6T352EQOLPtpgesPepUwedgYABTkl9C8c1u7YlKFntN6uqNtD34LB9MkfSLO/gZZAI4W5fY//BRiGd/vwK2etHfe5tOlsW9DMKbPWmyvsziEi6ccwTNz5S+2OISdg68EmKho6fY59rh1Z5MRpTWdyexc4s/XWikfgpa/alSWxDTw1uv5z/FWQXdzl6aZlsf1gE48v2c1ji3djxqEDricS4Ja9/8RtJeF2N4fl2OPKmLnXmXHaDMPoottPN32wYx5VDfvxurM4WLePcyZfS7Y3j588fQuXT/scJw8/s9N9Vu9cQKOvDtOK0NBSw4WnfAqnwwlE14WGwkHCkSDhSIhzJkf3dgtHQqzZ9T4nDz+Tyvr9LNr8Gm6nhwtPuaknXgZZzeULpy7/2SkOKxz/TkxxFnCx9eY7ncNMh+G0O4uIpBczlEvztrsA/fhJVv937SQ+fvLAtkMvAlfak0ZOhIrO5JVHtG30R229/v0J2PyKbYGSgsMFw+ZEC9Axl4Cn6zWd4YjJmv31PDxvB6+ui93U18n1q5ldszBmj28f5zZX1plVLu+k6V2fmz5c4Za105bc29cbauz6U5Ak9/xMY/6Tc5xqKiQicefb90nCjRPsjiHH6copA/jNdZPbDjUAhUCqfEKfNlR0Jq+rgWdab4UD8IuhENSGyN3mzoKTLozuATriHOhGV1J/KMLiHdX8/u1trNxT23NZLIub9j1BfjiVl8C5N7izz/M7PSedbHeSRGGYkX2nrvxFILdp33C7s8SSaXDw099wZvk9RuJ17hKRlBZuHo5vz612x5DjVJzrZdn3O+3KMBNYZEMcOQEqOpPXg8AXW29texsev8q+NMkuqzeMvRImXgODZnTrLo3+EO9sPMiv39rC7uoT21NzoG8fV5a/dEKPkTSMjFXu7IucTvcQffQMYFn14zb8Y1ufyhWn2B0llpacZMz9v6uc2q1dROKuefs3MIMlXZ8oCem1r81mdN9ebYd+BNx7hNMlQanoTF6rgYmtt976MSz4jW1hUkr+IBh/dbQALRnb5emWZVHVFOTlNQf43dtbqGs59hkf51S+w5imzceTNnkZOcs8OZf0crj6n2R3FNtZVnjQ3rcWjtjx4hldn5ycLGj54hed9dV5Rj+7s4hIegnWzCJQcandMeQ43X3xGD43u91mDQsALdlIMio6k1M+UEPbvYr+dh7sXWJXntTVZ1x0/eeEqyFvYJenW5bFnpoWnl6+j4fn7yAY7roDkcsM8dk9j+KxerTZa7KwDEf+YnfOZX0dzqKhdoexW0Ht5rmTV/9htoGVkp3Fd5Ww4NufdZ1udw4RSS9WJIOmrd8Dy/6t0eTYnTmqmEdumdp2KAz0BuK6P7icGBWdyeki4H+tt8J++FkpRIL2JUp1hgGDZkbXf467AjILuryLaVpsKm/gkYW7eHr5viOed1LTFs6rfLsHwyaliOEsXuTOvmyow5k3wO4wdvL6a5ZOX3rfOKcZzLY7S0+zwPz+p5xbtw0wdHVbROLKd+DjhOtPszuGHIdMt5NVPzoXr6tdF+LLgDRZl5QaUvLT9DTQ/krB/pUqOGPNsmD3+/Dy1+BXo6Kdgtc9DyHfEe/icBiM7Z/HL66exNb7L+Sp26YzZ1RRp/NGN6bZtNrDc1qRytODDX8rDjQ+Nc8ymyrtDmSXQEbvqfNn/Xyv31tQZneWnmaA4zvPRtTtTETizpO/zO4Icpx8oQgrd9d1HNZ+nUlGRWdyal907lEDr7iKBKNb0zz7GfjVSHjhdtj+DpiRI97F7XQwbWghj94yjQ33ns9DN53C2H65ZIebGOjfH8fwCc9jhfefEah/KCvY9OJcy/TX2x3IDqbTO3rh9HuNul7DNtqdpafltXDyGWtNvfsTkbhyZu3BcPVg13mJq/lbO30WraIzyWh6bfLxAvWHvkf962rY+qZtgeSQnBIYdxVMvBYGdN2I1LIs5j37FMuffTwO4ZJWvcMzZpU76+xTDcOTctNNu2RZzaO3PLGuf9nCaXZH6UlBJ9s/9U3nENNhaMd2EYkbf8VFhGpStl9bSps0MI//fKlTS4A+wEEb4shx0JXO5HMqbQtOy4S9S+1LIx9pOghL/gwPnwV/OBne+xlUbz/i6YZhsHPxvDgGTEp5ZnDjnEDdAy2hlnfmWVY4YHeguDKM7E2jbjht06hPzLU7Sk/yRBh+/VzzfbtziEh6cfdaY3cEOU7rDjTQHOi0O8B0O7LI8VHRmXzaf8xTsR7ScwZiYqveDu/9PFp8PvQxWPxHaKpod0rgQAPTBl/KoIHjbQqZVIojgVVnBOr+UB3yvb/Aso4ylznVGIbjQP/T5yw7+dvzTcNx7PvxJKjLllhjMgOWOg+KSNw4M/dhuGvsjiHHIWJarN5X13G4exurS0JQ0Zl82u9LtGexTTGk2w6shNe+C78eA/+8Alb9CwIN+FZVk3sghxnui7n+1Ls5Z/otFBUNsjttgrP6R/xLTg/U/X5P2L9ikZVG6wMaew2e/f6M+9eEXJkp8SmTw6L4Sy+ZK+zOISLpxZ271u4IcpwO00xopg0x5DhpTWdycQDVRPfpjHr2Flj3nF155DhZzgzKg48QCeW0P2CAVeKkLLKTVRvfoLGp2p6AScO12ZV1VoPLOz5t+uA7zND2qct+6s7yHUz6Tygs8N3xRWddVZ7Rz+4sIpIeIr4BtOz6st0x5DicNbqEv3+63a97H5AHpOVG58lGVzqTy1jaFpygzrVJKhga1rngBLDAqIjQv2oQF/W9latn3sXUyZfjcWfGP2RSCJ8UbnnjNH/dA2sjwW2r7E4TD6bDPXzx1B9kVReMSfqP6w3I/M4zkSMvfBYR6WHOzP0Ybn2gm4w+2NOp+3AmMNGGKHIcVHQml/ZTa+t2Q8MBm6LIiWiJdKN7XsTCWWYxtH40Vw3/GlfO+iYTx56Nw6GGn51YwQmh5v9O9tf9eWUktHe93XFiznAUrZ54x6jdpeckfTOeQZXMGrXP2mR3DhFJH2oolJxqW0LsqGzqOKx1nUlCRWdy6bA/p9ZzJiPLMvBFjm0ZghUw8RxwMsZ3KteOvYtLZn2VkcOmxihhErNaTg41PTPOX//XpWa4YqvdcWLKMLzbh185a+3YzyV1Z1sDjG8/G/HZnUNE0odLRWfS+mBPXcchFZ1JQkVncmlfdO7W1NpkFLROwqT3cd/fag6TfSCDk62Pcf2Uuzl/5m307zeqBxOmALNharDxX8MD9Y+8b0ZqdtsdJ5YqS6bMWXza3e+bhitpt5Pp5WPKmavNZXbnEJH04Mwow3BX2R1DjsPKzlNsVXQmCRWdyWPQoa+PaD1nUvJHpvXYY1l1IfLL8pmdcSXXTf0+Z027mfx89WQ5xGGZNbOCDY8MCDQ8Md8yG8rsDhQrLdn9Zi2Y+bMtQXdu0r6LuvV1s9BhWimzJYyIJDZNsU1Ohyk6hwJ9bIgix0hFZ/Jof5XTVwtVm22KIifCZ8ZoL+PKMMUH+3J+4ae4ZsZ3mXXKtWRl9YrNcyUXVzCwf3ZVxYMFwcZn51pmS0p2kAi7sya8P+N+X2P2gKRszOOOMOyGd82FducQkfSgKbbJaXN5I02BTp9P6mpnElDRmTw6rOdcBNruJumEzP6ErdLYPokJjnKTgTVDuXTgHXx81nc4ZeLFuFye2D5vN+yvrWfu5h0s2LqTZ5avYX9t11tObjtYxfwtO5m/ZSdPL1tDTXNLp3NagiF+99ZHPXWW7dzLu5u2s3TnXgDWHSjHtKwMM7xnTqD+z55g03/nWlagoedeWWKwHM7SZad+t+hg8ZSVdmc5HpcstcZm+q2U+/8iIonHmVGO4am0O4YcI9OCVVrXmZRUdCYPNRFKAf5YXeU8kpCJ6wCMaBzP1aO+yeWnf4OxJ50BhhHfHIe8snYzc04axukjh3LB+JN4bsW6o57vC4ZYvH0Ps0cNZfaoocwaMZiXVm3sdN7SnXtp8n+0pHHd/go+Nno4Gw5UANDgC5CXmfHh4VwztG1OoO7BSKj5jbmWFUqtJjaGkbdu7Gcnbh962Xy7oxwrBxR95SXzA7tziEh60BTb5KR1nclJRWdyyALGtxtR0ZmUfD24nvNYWb4IGfvdTAjO4PoJ3+OiWV9i6KDJcXv+Jn+AHZXVBMMRAHIzvDQHg0e9T2VTM7uq61pv983LpaKxfbv0XVW1lBbktRsLhqNTbwKhMDXNLfTOzjrcwxdEguvmBOoeaAi1zJ1nWZHU2VzaMFy7B58/+4OJX55rYZh2xzkWJ2+zppXUWfvtziEiqc+Vq6IzGR2m6DwVcNsQRY6Bis7kMA746NKUZUK5flAmm4iVR9AabXcMAKzGMLkHspnqPJ/rT7mbc2fcSknJ0Jg+Z06Gl8/NnorHFd1ntCUQJMd79Cm/A/J78clpk1tvVzQ00bdXTuvtiGmyu7qW4SWF7e6X4Xa3ft9UVsnY/iVHeRarTySw4oxA3R/Kw77F71uWlVRF2tHU9h49Z9H0e5ZFHJ5mu7N0lwEZ33kmktIdh0UkMTgzKjBcnQoYSXCH2TYlE5gU/yRyLFR0JoeJ7W5Vb4cUmxGYDvyRqYDT7hidWDUhepf35mM513LloK+unVRw5jyPI7MmFs/Vtjict2Un5407+lYvToeDocUfbS+zYOsuzhk7svX2it37OXXIwE73O3vMCBZu282Zo4dhWhYf7DnA8l37ukhnlob9C2cF6n6/M+xftdiyUmPRtD+jcNr8WT/f6/cWJE333oFVzBizx9pgdw4RSX2u7G12R5BjVO8Lsf1gU8fhOK9fkmOlojM5tC86K9bbFENORMy61vYUCzzOjAmj86edccWgL+deWvqFZSf1Om2h03B17txzgraUV1KYk8VJfYu7fZ8Vu/cxYWBf+udHO/LWNvvwulxkH+Zq6cDeecwcMZiwaeJ2OvCHwgTCYfbU1HXjmSLDw753pgfqHtgUCW5c0e2ACcx0ekcvnH4vdb2GbrI7S3cYYHzz+cjR516LiPQAp4rOpLRqX13HoYmHOU0SiIrO5NCh6Dx68xVJPJblImAmz8wPwzDcWa5ep00uPGvmxwd/w7xgwC3vD8oeu9zAOOF9FPfV1FPX4ue0od3v4rup7CAZLjdj+n00TXZnVU3rVcwP9hwgGInwwZ4D1LV8NAugvL6RQDhCcW42RTnZ7K46lmlUoTGh5ldP8df9cXUktDP557Mbjn4rp9xZeqDvjKV2R+mOXB+Tz1plLrE7h4ikNmf2diAlJraklU1ljR2HVHQmOBWdic9AVzqTXsAcg0VG1ycmIMMwcvI8xbNmlFx66jVDvll7Vr8b5vbJGHxcn3zUNLewrbKaqcOiBWd1U0trY6Ej2VdTT2MgyLgB0b2fy+ujv2hOHjyAKYP6t355nE6mDOpPflYmEG0ilOFyEY5EcDoMDMMgFDn6cx2W5Z8Uanphor/uL8vN8P7OrXOTiWFkbzrpk6duGnn9XLujdMdn3zBLHKZ1wh90iIgcicPVhMObNKsP5JDN5Z121xqP6pqEpv85ia8/0LvdiIrOpJNMVzmPxjAcxcUZpXPO7Hf9+GuGfHPPrJIr38tzF+/ozn0jpsmSHXs4Y9RHDYsW79iDy+ng0YUr2FXVeRmpLxhiU/lBTju0btOyrMOuzbQsq9Pn1BvLDjK2fx+Kc3NoDoRoCQQpzMk+hlfb8UmaTw02PjU6UP/3xWa4sluvOSEZhuPAgNlzlp/8zXmm4Ujogs4dYehN75jvd32miMjx0xTb5LOxvNOVzmwgth0R5YS47A4gXWp/lTPQAPV7bIoixytgTrY7Qo9zGM5BA7NHDRqYPYqQGdy4u2nDwQ11C0/yRRr7Hu78zeWVLNq+h+W7orthhE2TDLeL88aNZH9tPXU+f6f7rNy9n/lbd7Foe/TvfCgSYcChNZ0fqmxsZtWeA9S3+Ji3ZSenDRlIpsdNxDTJ9LgZ06+YN9ZvJWyaXDD+pBN92YZl1k0PNj4WMZxF77uzLx3scBZ07mSUBBp6DT3j/Rn3r5y+5N7h7ogvr+t72OPCZdb4Z0636lsyjITNKCLJzZW9jVDNGXbHkGNQ2RigpjlI7+x2fR0mANttiiRdMFKkQWMq+zbw/1pv7VkMfz/fvjRyzEwrkwOBJ0nEzrU9zbIsM2D6Vm9v+KB5c8OyCSEzkOqFQtBw9V/syb5ktOHIOdq+LAnLYYa2T112vyfLV9n9RbZx9sEw472fXec80+4cIpKaLNNN0+YfoWsxyeWJW6cxc3hR26EfAffaFEe6oOm1ia/9lc6D2kUg2QTMiaRDwQlgGIYjw5k1ZVzBrNOvHPTVjIsH3rZ4eO7kxQ6cAbuzxYjHCh84I1D/UE6w8fm5lulLug3fTId7+OKpP8ysLhiz1u4sRzJ5hzWjT63V1Z43IiLHxXCEcGZpe+Bks7nzFNsJduSQ7lHRmfjURCjJ+VNwam13GIbhzXHnTz+16PzpVw+5039e/5vnD8ga9QFg2p0tBrLM8K45gfo/OYJN/5trWcFOG4glNMNRtHriHaP2DDx7od1RDscA713PRLSuQERiRus6k89GdbBNKio6E5sHGNNuRNulJJ1UXM95rAzDyCvw9p19ep8rp1wz5FsVc/peN7fIOyC5O8EeXp4Z2jwnUPeAP9T81lzLCndeqJqoDMO7bcRVM9eNvSUhO9v2r2bGuN2mPnUTkZhwqehMOofpYDsCyLIhinSD1nQmtonA6nYjPyuNNhOSpBCxCikLPGp3jIQVscI79jVv2bu+dsHQxnDtILvz9DyjzJlx2jZXxswZhuFImsVCWc1l709d/vNTHVbYa3eWtpoyWHPL1136JFtEepxlOWja8kMwk3N7s3SU6Xay/p7zcTiMtsOnActtiiRHoSudia39m6u63So4k4w/RbZKiRWn4Ro2OGfsnItKPz/oysFfXTel99nzMpzZlXbn6jlWv4h/6exA3e/3h/3LF1pJ8ilfS3a/WQtm/mxz0J1TbXeWtnL8TDx3pbnE7hwiknoMw8SVpcanycQXirC7pqXjsNZ1JigVnYlN6zmTXMAcb3eEpOFxZIwflXfqGZeV3lFwWekXl4/Om/a+y3An19rIIzIHh33zZgbq/rAtHFi71O403RF2Z018f8b9zU3Z/RNqT9JPv2n2cUaskN05RCT1aF1n8tnUeYqtZsMkKBWdiU1FZ5ILmqPtjpB0DMNwZbpyT53U+8xZVw3+uuPCAZ9bOCRn/FIDRwoUGuGR4ZY3p/prH1gfCW79wO40XbEcrkFLT/1e4cGiySvtzvIht8mQT71tLrI7h4ikHhWdyecwHWxVdCYoFZ2Jrf0UARWdScW0sglbA+2OkdQMw8jq5SmcOa344qnXDPlm49n9bpzfN3PYGiAppqkeWXBcqPmlKf66P30QCe1O7O5ghpG3btznJu4Ycsl8u6N86PwV1vhsn1Vvdw4RSS1ObyWGSz9akskROtgahzlVbKaiM3EVAf3bjahzbVIJmiehf2I9xzCM3kUZA2bP6XvNxGuGfHP/6X0+/l6Bp09yfyxt+aaEmp4b769/eKkZLt9qd5wjMgzXriEXzl418Y65FobtW944oPfX/mOusjuHiKQeZ6Z2Z0omh+lgWwT0sSGKdEHviBNX+6ucYT/UJNTSKulCQFNrY8ZhOAcOyBpx5nkDPj3i44O/seW0ogvfy3LlHbA713EzG6cGG58YEaj/x0IzUr3L7jhHUtN77JxF0+5ZFnF4OnVuiLeJO63pfWusvXbnEJHU4sjYb3cEOQZ7alrwBSMdh8cc7lyxl4rOxNW+A83BTWB2+kclCSxoqeiMB5fDPWpY7sQzLxl4W78rBn1l9YSCM+Z7HBl1duc6DoZl1s4MNjw6MNDwr/lWpKHM7kCH488snLZg5s92+7355XbmMMB71zORfXZmEJHU41TRmVRMC3ZVN3ccHmZHFjk6FZ2Jq/0/mKotNsWQ42FZEDRH2R0jrRiGYXidmZPG5s+YfcWgr2RdUnr70pG9TlnkNFw+u7MdI5cVqZgdaPhr72Dj0/Mss/n/s3fX4XEc9//A37N7LGZLli2ZmRnlMDrkONRw2qSQtmmSwq/0LSRlTNombdpQkzQNMzRkZmZmlCzGg935/XGO7DvJlmRLN7t379fz5EludnX3VhJL97mZ+cwx1YGiGQ7PoEUTfyarU3ttVZmjoAKThu02ue+AiDqN5rHvoplEtb/lsSksOi2IRad1FUU8quIeAzsJyZ6QSFYdI2EJIVxJjrTxo7POnzSr6P7QRd3vWNgjaeBKAWGn5QJuM3Rgur/6755A3Ztzpdlkre4WQs9fOeqBwkPdJio9Aub+102bN5UiIivRHPUQjirVMagD9rHotAUWndZVHPGIRaethJsIkRUIIVLSXblTJudeOWZ28YPl53S7YW6up+cm1bk6INkM7izxV/9NBuo/mCtlUPl+ymZCJG0ZcPPYrf2un6sqQpIfwy5awSNUiKjzcImtvbDotAeH6gB0SsURj6rZL8NO/NzPaUlCaLm53qLcXG8RDGnsOdSwfc+GygXFNcHyYtXZ2iHdDGwq8Qc2l+rukSsc3ukThdBdqkNBCO1g9+kltck95o1e84fJmjRj/nvltk/Mgk9GiUBIF+r/fRCR7Wneg0DdENUxqJ1YdNoDZzqtKRVARsRI1V41SeiMBM1+qiNQG3ShF/dIGjjjksIvFl9TdN+m0VkXzPXoyaWqc7VN5hr+1dP9VY+UhhoXL5DSGh3GatJ6TV808aG1Qd0b82XADhNFt33E2U4i6hyc6bSXVvZ0ZiP8XposREjJ7TAWNAzAuoiRh3KBkF9NGuoQKTUc9L8KwKk6CnWQlNLwmw1rt9esathevWJ4UAZs8EtL3+XwTjuqu0dNFEIoPxBbM4I7x694yO1rPFYYy9eVQNVd9+mo84r0WL4uEcUfM5SM+u0/VB2D2snt0LD1oUuih0cCWBv7NHQqnOm0psgmQrVHWHDaSEj2AAtOexJC6B49afSwjGlTry66z3Vp4ZcW904ZsUyDFlCd7dSM3qHGOZP8VX/Zavg3rVCdxtSdfZaM/z93RcbA9bF8XQGkf+t1k28wiOisaY46CIe1erfRqflDJg5Xt2hUzyW2FsOi05qKIx6xiZCtBGWx6gjUCYQQnhRn5qRx2RePv7b4wYbzC26dX+DruxaARZeHBAcGGz4Y21T113VGYJfa4ktoOWuG39tvX+G5i2L5skP3ykkF5ZJ7EYjorGlcYmsr3NdpfSw6rak44hGbCNlK0CxWHYE6mRAiPcudP21a3qwRs4u/fWR63uw5me58pWdUnpL0Dw/WvzGiqerxlWbwwGZlOYTw7OhzzaQNg+6YE7OXBFzfe8ngIXtEdNa4r9NeeFan9bF7rTXxjE4bC8peqiNQF9KElp/v652f7+sNwwzu2N+w9cDGyoV960JVMd3D2CbZMCZQ9xKElrbEmTQzR3Pk9ol5BiFEad7YGUuTChaOW/mrcZo0ury7bLcqTBq+y1y/rrc2rKtfi4jil+7h51d2wplO6+NMpzUVRzxi0WkrAZNFZ6LQNWff4uShMy4tvLv71T2/uW5E5jnz3JqvXHWuk0mzemKg9rle/upnF5pGpZJlE/XJBVMWTP7l5oAzqSIWr/etN0zlDZWIyN64vNZe9pVzT6fVsei0Js502pQhU2AiS3UMijEhhHDpnuED08ZPv7Lnvakze3xl+YDUcYt04Wjx0asimjSPTQnUPNXNX/OfedKsPRLrACFn0oiFk35RW5dUsLurXyvJj6GXLuMRKkR05jRnDYReqzoGtVMrM53FAPTYJ6FTYdFpPUkAciJGWHTaBvdzkhDC6XOkjhuZde7kWUX3y4u737WwKGnwCgERUp0NgFMah6f7q59IC9S+OleaDTGZefyc1BxFy8Z+P6M0e8Tqrn6tmz8zCx0hybbfRHTGONtpH63s6XQBKFAQhU6BRaf1FLUYYSMh2+B+TjqZECIpzZU9ZWLuzLGzi79ddW7+F+bleYpjepTIKXjN0N4Sf/XjjkDdO3Ok9Mfu43wh0jcM+dLQXcWXze/Kl3GY6HHnR+aSrnwNIopvmrtUdQRqp7I6PxoDRvRw7HsZ0Cmx6LSeyKKzvgwItlinThYVPqOTqCUhRHaOp3D6jPzrh80ufnDflNyr56a7cncqjpVqBrfN8Ff9NRCs/2iulKGmmLyqEM49xZdOWzPsq3NlFx5Bc94aOTKlQcZ0NpeI4ofmrFQdgTrgQGWL2c7uKnJQ61h0Wk9xxCMurbWVkMxXHYFsQBN6z8Kk/iUXdb+jz6yib20Zm3XRXJ+eclhhpCwjsL7EX/VoZbBh3jwpjWAsXrQia0jJ4gk/XWpori7Z+yqAtPtfNzZ0xXMTUfzTXPzMyk7K6lrsqMhVkYNax6LTeqKaCHFprZ2EZDfVEchmHJprYJ/UkSWX9/hK3pU9v756aPrU+U7NXa0mjcw3/Cum+6sePRxqXLZQSml29Ss2ebMnLpj8y71NrvSjXfH8g/dhUmGZ3NMVz01E8U04WXTaSXldIHooT0UOah2LTuspjnjEmU7bkNIBQ+a0fSNRK4QQmkf3jRqSMWXa1T2/6bms8J4lfVNGLdGgK2iGY/YMNS2Y4q96ZFfIv3ZpV7+a4fAMWjTpZ2Z1SvHWzn5uATi/+7LRJQUtEcW38PLaLtsBQJ3sWMuZThadFsKi03qKIx5V7VWTgjosJHPB7tzUGYQQ7mRn+sQx2RdOvLb4gaYLC25fUOjrvwpAl888RjL6hho+mdBU+egmI7B1ZZe+lNDzV45+sPvhbhOXdfZT51Vjwqgd5trOfl4iim9CC0E4alTHoHY61nKmk8trLYRFp/VEtneuYbtuuwhJduamzieESMtw502dknf16NnF3y6d0e36udnuws2xTREcHKx/d0xT1d/WGME9Xdd9V4jkzQNuHru133XzOvupv/mm6YCUnLIgog5hMyH74EyntTlUB6AWMiMeNZQrikEdZXA/J3UxTWjd8rzF3fK8xTBkaNeB+m37NlYt7FUbrGh51FJXkE0jg3WvISiSl7uSZ6ZqjvwBnf4aQmgHu5dMr0sunDd69R+nCMhOWT7gC2DI5cvkoncmiMmd8XxElBiEqxxoLFYdg9qhlaKTM50WwplOa3EBSIoYaeQnbHbBmU6KJV04ehclD55xaeGXiq4pum/jqMzz5nr0pLKYvLisGxeo/U9/f/WTi03j2O6ueInqtD7TF056eHVI93Ta2rYvzDF7OkJSwR5ZIrIrznTaxykaCQkFUagVLDqtJaPFCItO22DnWlLFqbmH9E8bW3JFj69lXtHjaysGpU1c6BDOui5+WSHNqkmBmmd7+mueW2Aa1Z2+FyDgThu7YPIvSxs92Qc64/l0E4Vf/NBc3BnPRUSJQWMHW9toZabTBSBVQRRqBYtOa8lsMdJYFfsUdEZ4RiepJoTQvY7kscMzS6ZcU/Qt7ZLuX1zcK3nYMgGtK8/d1KVROjVQ869sf+1/50mzrlNnW03d1XfxhP9zV6T339gZz3fOOjkqtV5y3wIRtYvgWZ220UrRCXBfp2Ww6LSWyJlOfy1ghhRFoY4Kd68lsgYhhC/VlTVpfM6l42cXP1h7fv4t8/O9vdei6/r/u2Xo4HR/9T98gbo35kqzqfPOGhVazpoR3+izv/uMs56lFEDaA68ZGzojFhHFP8502kdT0ESdv8X7ZhadFsGi01oiZzqbqtSkoA4zZRIAt+oYRK0SQmRmeQqmTe82e8Ts4gcPTsubNSfDlbe9i14uyQzuKvFX/w2B+vfnShmo75RnFcKzve+1EzcOun3u2T7VwAOYUlgmu2QvKhHFF+GoBQQnAOziWC2bCVkVi05riZzp5H5O2zBky5XRRFakCb2wwNd3xoXdb+83q+j+7eOyL5mT5EjrirOZ0szA5hJ/1V8agg2fzpMydPYNfIQQR/PGlSwd+/0FptBbdIxo99MAjv/3klF61nmIKO4JISHYTMg2eGyKdbHotJbIyoX7OW2DRSfZkUNz9uudMnzGZYX3FFzV8xvrhmeUzHNpns5+d5Vj+NdM91c9Wh5sXLhAStM42yesT+4+dcHkX24OOJPOeN1bTg0mjNlurjnbLEQU/7jE1j7K61t8HsmZTotg0WktLDptymil8TCRXQghhFv3Dh+UPnH6VT2/kXR5jy8v6586drEuHI2d9yqywGhaOtVf9ci+UNPKxVLKs9pbGnImjVg46Re1dUkFZ7xM9htvmm6cZQ4iin8amwnZRivLaznTaREsOq2Fy2ttyuRMJ8UJIYQryZE2flTWeZNmFd0fuqj7HQt6Jg1aKSDOeoYyzOwVapw7yV/16LaQf+Pys3kmqTmKlo39fkZZ9vDVZ/L13iAGXblE8ggVIjot4ei8vmjUtbi81rpYdFpL1Ewni0674PJaikdCiJR0V+7USblXjJld/GDFOd1unJvr6dkpR5cAoQGhhg/HNVX9Zb0R2LHmLEKmrx9y99BdxZfOP5Mvv2GuWeQMyaYzfn0iintC78RFH9SlKhtanBCWriAGtcKhOgBFYPdamzIkl9dSfBNCy8n19izJ9faEIY29hxp27N5QuaCoJnis11k9sQwMC9a/hWCDb5Ur6TKP5uwx+AzCOfcUXzatNqVozvD1j5UIQLT3S3WJ7ne/b87960y9pMOvS0QJgUWnfTQEWizKSVKRg1riTKe1cHmtTXGmkxKJLvSiHkkDZlxSeFeva4q+tWl01gVzvXry0bN6UtkwOlD38mB/9T+XmqGjZ3ScS3nW0BlLJvxkqaE5O/QOcfoGOSqtXh47k9ckovgnNBaddtEYaHG8DYtOi2DRaS1sJGRTJhsJUYJyaq7B/VJHl8zs8dWcK3veu2pI+uQFTuGqOdPnk2bNhEDt83381c8sMo2KvR39+kZvzsQFk3+12+9Ka/eRKAJIffBVY1NHX4uIEgNnOu2jvuVMZ7KKHNQSi05r4UynTRkyXXUEIqWEEJpHTxo9NGPa1KuL7nNdWnj34j4pI5dq0M7kPE1NmuWTAzVPF/hrXpgnzZrDHfliw+EZvHDSz0M1KUXb2vs1/Q9ics9SuavjUYko3rHotI9GLq+1LBad1iHARkK2JKWAhE91DCLLEEJ4UpwZk8ZmXzTh2uIHGy8ouHV+ga/vGgAdPZ7EKY0j0/3V/8wI1L4yV5oN5e0PoResGP3t/MN549vVIVcAju+9ZLT/+YkocXB5rW00cHmtZbHotI4UAHrECBsJ2YKEF/yjRNQ6IURapjt/2rS8WSNnF3/7yPS86+ZmuQu2dvBpPGZoX4m/+nFXoO7tOVL627d8V4iUzQNvHb2t77Xz2nN7di3GjdtqntHxK0QUv4TOBtd20UojIS+i31+TEuxeax0tNwVyptMWTM5yErWLJrT8fF+v/HxfLxhmaOf+hq0HNlYu7F0XquzRzqdIMYPbZ/irtlfqrqFzHb5zxgvh9J72K4TQDxSeM702pee80av/OEVAnvbNx9ffNr239hcSQrS7Ay4RxTchTEDzA6ZbdRRqQytFJwD4ANTGOApF4fSMdUQurTVDgJ9/PuxASq7cIOooXXP0KU4eUnJZj7t7XN3zm+tHZJ4zz6352ru8NcMIbCjxV/2lJtgwd56URouD2aJVp/WZvnDSQ6tDuvu0P1g9QQy8epFc2M4cRJQg2MHWHlpZXgtwia0lsOi0jshP64MNimJQR3Gmk+jsuHTPsIFp46df2fPetJk9vrp8QNr4hbpw1rf9lTLP8K+c7q969EiocclCKaV5ursD7vSxCyb/6kijJ+vg6e67br7ZxxWUfIdJRM3YTMgeTjHTyQ62FsCi0zoilzobrX5SQxZkShadRJ1BCOHwOVLGjcw8Z8qsom/h4u53LSpKHrJcQLTxA9HsEWpaNMVf9cjuUNOaJVLKUzYsMnVXv8UTfuKqSO+/8VT36BL597xvLj3z74SI4g2LTnvwh0wYZotfAZzptAAWndYRuc9ItvpJDVmQ5M8yok4nhEhKc2VPnphz+bjZxd+uOjf/C/PyvMXrT/9VRp9Q46cT/VV/2WIENq889ZNrOWtGfKPP/u4zFp/qlqkb5dj0Oll2xt8AEcUVLq+1D3awtSYWndYROdNpcqbTLkx5+j4mRHR2hBDZOZ7C6TO6XT9sdvGD+6fkXj0n3ZW789RfERwUrH9/TFPV39Yawd3rTvGknu19r524ceBtc1u9DCR/+1Vjc6d8A0Rkf5zptI1Wzurk8loLYPda62DRaVOc6SSKHU3oPQqT+vcoTOqPkBnYurdu05FNVYv6Nxi1+S1ulk0jgnWvIyiSVriSZyZrjoKBEdeFEEe7jS+pTy5YMHblb8Zr0nCdfLnvIUwpPiJ37ukm+nTtd0VEVsfltfbRyr5OvlGzAM50Wkfk8lrztP0wyEI400mkhkNzDeiTOrLk8h5fybuq59fXDE2fNt+puatb3CjrxwZqXxzgr35yiRkq2xV9uS65cOqCyb/cHHQkRZxTJQD9uy8bFV34LRCRTXB5rX1wea01sei0Ds502pSEU3UEooQmhNDcum/kkIzJ067u+U3PZYX3LO2bMnqxFnmiu5Bm1cRA7b+L/DX/XmAaVQdOfo6QM2nEgsm/qK7z5e8+eTyrDuMmbjZXxeQbISLLivxxQlbWykwnl9daAItO62DRaVtcpU5kFUIId7IzfcKY7AsmXVv0QODCgtsXFPoGrALw+fIRXRplUwM1T+b6a1+cJ8260s+/VmqO4mXjfpBeljVszcnP+bV3zCTRxnEsRBTnBBs82kXAaPHj2tXafRRbLDqtg91rbYt/jIisSAiRmuHOmzol76rR1xV/u2xGt+vn5rgLP28O5JKhQ9P91f9IDtS+PleajVXHvyhj/dB7huwuumTB58/jDmHArIVykYJvgYgsg5872UUrO9SEghgUhVM01sGZTpuSUZ8XEJH1CKHl5XmL8/K8xTBkaPfB+u17N1Qt7FUbLC8yQ7tL/NWPVWvOAXOdSReMEcKVvLvX5VNrUormDt/w+HQBiFkLzL5vTRANAafgwbxECUgIFp12YbY8qpmzAxbA/wjWEVV0cqbTPvjZDZGd6MLRq2fyoBmXFn6x6Jqi+zaOyjxvrkdPCpjBrSX+qr80BRs+mStlyF+ePaxkyYSfLDE0Z6Mu0e0r75rLVWcnIlVaFDJkUZJFpyXx3bJ1RHWvZdFpF5I/y4hsy6m5h/RPG4t+qWOMJqN+xfaalf7tNatG+/3rKnTPuB3SM3nSgsm/3Dpx2c9zJm+uHvPsebK0MkXkqs5NRDEmWHTahdnyPxXfqFkAi07r4PJau5L8Y0Rkd0II3etIHjs8swTDMqY31oYqd2+pWureU/XXPYZ3UvXCCT9LHbvm99XfeWXfkf93h4NFJ1GCSXZrKMjhyRt24HW1qDHdKnJQJL5btg4WnTbFPZ1E8UUI4U11Zk4en3MJxmVfXFnhP3xoS82crUuHXOgaumutu/fhVdt35Yt+qnMSUezMGJiN35XMUB2DzkwJgIdUh0h0LDqtI6p7LTes2weLTqJ4JYTIyPIUTJ/iKYApzYNl6b02XL8t48Av8z9l0UmUQEy+LyM6Kyw6rYMznTbFPZ1EiUETWvc8T073PM+1CJVnvVvRa6NDpgZyy0VOsAy5/jLkmhXIQhUyXHVI9vrhSQnCkQmIdAjBlv1ENladnaY6ApGtsei0DhadtsXmAkSJpqS05ILnq7UtprOux8Beq9eV5H1WrGlmUWv3hqAHq2V6RQWyqsqQW3u8QA0dQw4qkeGoQ6q7Ed6UAJxpElo2hODvZrI06W+CWV8PPTNLdZSY4adGtsY3ahbAX2zWwSNTbEqAHxAQJRodmmuWf2K3F7Ggacf2SSU7tk+UOTl7Vhb3WmW43Q1jhTixBMIBw5mF8rwslOf1w7bTPq8EZK1MqaxEVsUx5NSVIbehFLmBcIGapVUjzd0Any8Ad5oBPQuC54YmstChAwisWob65/+JnP+816GvNWtrUPndryHrb/9uHjOOHELd049BLygEgkEk3fk1CCHQ+MFbMKsqoKVlwHvJlWha8BlcI8Z09rdjadrW94D3fq86BrXHtU8CvWecPDJXURI6CYtO64g6MoWFjF2w6CRKTElw514SHLXxPefqTAjhLivrNaasrBc8ntoDvfss35mZeXCIEMjuyHMKQKSiNiMVtRlF2NPm/U3SXV+JzIpyZFeXIa/+eIFqlCNbq0a6sw7J3iZ4UkNwZgDgMt844ygohKOgEPXPPdHhr218/w2YleURYzW/+ylSvvH/4OhZjIZXX0Dju6/Dd/k18C/4FOkP/QlVP7of3kuuhFlxDHp2YjVx1kJNQEN52zeSei3fQ/tVxKBILDqtI6qREFcC2IYIqk5ARIoUmJlDRod6L1jl3DX187GmppTCTRvPLRTCCHTvvnlhj54b0hyO4NCueH0P/En5OJyUj8M9gPWnvff4Mt/ycmRXlSGnvgx5jWXIDZUjW1Qiw1GLVE8TvMkBuNIlRBaX+dpIBz9LCGxcC+eAwRFjoYP7YdbWwtGzGADgmjgN1T/9DnyXXwPZ1AgAkI31MI4cgt6te6fEthONjYTsQ7TotcHlgxbAXyjWEfkpjO5UFIM6ijOdRIlttNFr6iG9Yt4RrWr6yeNS6q4DB4ZOOXBgKFJSyrb26bu8NDm5fLQQUHLY3/Flvt2yUN6tP7ae9t7jy3wrKpBVWY6c2lLkNRzfh2pWIFOvQZq7AUlJAbjSDOiZXOZrH9IIIbhpHZJm3xIxHty0Ds5+A5sfO7r3gHFgL2QgAJGUDAAQScnwL10A72VXxzSzFWgKtgV+tDOE/lkaitJbNiwMGBIuveWHDZWNEhneE+OGKREwAK/zzBY5lNWbSHULuB02WiQhWpwqwE8MLIBFp3U0RDxy8QBiu2DRSUSXBkZNft69YI1fBEe2dr22NmfAmtWXDtD1QHVx8Zp53fK399A0s1eMY7bb8WW+mamozSxuxzLfRumpO7HMN7fxeLOk5mW+9Uj2NcGdEoIzE0Kkd/k3QKfU9L934b3w8hbjZkU5RGpkh1bhS4JZU4WkL9yFhrdehu/62xDauglNn34AAPBeODMmma3AbQZi/pq/XeTHA5PcEUVnY1Di5U1BPDQvgPsnufDlsa6Ir/nux02YVKjjjlHh8ZAJjPlHPVbdkwTPaQrHGr9Eab3E3ioTuypNHKgxcahW4kCtiRuHOnHrCNcpv9ZyWs78s+i0ABad1hFZdDq9imJQx7HoJEp0GjTHtf6JPV5wLzgghSw81X2G4UrbuXP89J07xyMre+/qXr1W+T2eurFC2Pv3sRdNyV4cSi7AoTbvDUk9WIWMY+XIrj6GnLpS5DUdL1BRhQxHLVI8jfAmB+HKkBCZXObbeYyjhyF8PmhpGS0vhlrZKiJNCJcbzv6D4ew/GIG1KyHcbsj6ekDTENyyEc6BQ7o+uAV4jaaYvt7BGhN5yRou6uvAbxf6UZSuodYv8eiyAL431Y3Fd/mQ5YucAQ2ZEp/tMfDHizzNY26HQG6SOG3Bec/bjdhWYcLnFPA6gMUHDBy8PyXinlPNrFoSl9daEn+QWweLTpsS4J5OIgK8cGVdHhiz9W3XikYItPlDvPxY0ajyY0Vwu+sP9+69YltW9r5BQiDuu7M4YDizcSw/G8fyB2DLae8NL/NNrahAVuUx5NSUIrepDLmBY8iVlch01CDV1YCkJD9caWa4my9/eZ5GYP1qCE1rnqmUTY1o+vQDOIeNgpaRCePwwYj7pd8P7aTZz9CenZDBIBxF4Un64Ka1CVN0eszY9qJ5YlUAXx8fnl38eHcIH94cXgE3b5+BGcV6i4ITAN7bHsLl/RxIcp26OHxjSxDjCnR0Tw1//Z1vNmJTmQmPA6gPSNQHgKYQMOPp+uavaQoBTh148wYfMr02KDw1Lq+1Ihad1lEf8cjJ5bV2IQRnOokoLE+mDRgf6rtomXPH5PZ+jd+flL95c0m+EGYwv2Dr4p491/mczsCIrsxpF+FlvjWZqajJLMbuNu9vlN66SmSUH0NO7THk1peGl/nKCmSJaqS76pu7+ToyIURam08YZ7znXxrxuPaJR+A592IAgGPgUDS89XLztdD+vXD06d/82GxsgPD6IOtLIRxOSNOAbIrt7J9K3hgWnY1BiX+tDmJ4no7x3XU4tBOFXpIT8J/ibccjSwP422Ue/GNlAH9ZFkCmV2D1EQMCwIjH65DhCT/Peb0c+FGJGwDwrys8qGiU2F8jke0LX7/9jUY8fVX485tjDRINQYnJPWxUMrSc6WTRaQE2+j8o7nGm07ZYdBLRCcONoskHtYq5B/WKko58nZSa89DBQZMOHRyEpOTyHX36LD+Umlo2SgiktP3VBABeNCZ70djOZb6OQCUyyj9f5nt8H2rwGLJFFTKcdUh1N8KbEoTz826+LaZPLENKSCkhhIA0TVT/7DvwXXszXENHnuZLZESnfGfvfhBuD0IH98HRvSf8i+bCe9k1zdcDS+bDPbkEgdXLYdZUAaYJvaBHF35T1uIxYld0Prs2iGsHOZtnFU+eW0x2CdQHw//d3t0WxJSeDqR7BFYcMrCt3MTLG0P4wXQ37h7jQo1f4vxn6+FzCtw+0onbR7bclymEwNF6Ez+f58evzw8vyzVleHYTABbsMyAlMNlO/6lbvoduVBGDIrHotA4WnTalIXE+6SWi9rkoOHLqf7QFKxtFYMyZfH19XVbfdWsv7qvrwdqePdfNyy/Ymq/rRr/OzpnIHAi5clCWn4OyfGDzae81IcxamVpegczKY8itK0NuQylyg8eQg0pkajVI8zTC5/PDnWZCy4YQntM+YScJHdwP//xPYB4rRd1jv4fn/EvhKO6D0PYtMI+VnvrrDuxF02cfwiw7ivpXnof34iugJacg7fsPo+6Zv0PPy4cMBuC77kSHWxkMQktOgXvCVNQ98zgQDCD5zq/F4tu0BJ8Zm9/1R+pMpHsEuqeeKDXLGszm5a4Hakx8uDPUPGu5u0ria+Oc+OeqAH5xnru5WASAp1YHcO94F55cHcSxBomKRtnq8li3LrBwn4EvvhWuzdaXms3/XNYg8cAkGzURAgB3avRIjYoYFElIngdpFSMBrG5+ZASBn3foTHFSpN44B5XBB1THICKLaUKw6gX3/GpTyKLOeL7MzAPrevVeWef11owTAjxXy8Ia4a2tQGZluJtvXv3xAvXzbr6ueiR5/Qm8zNeOHt38MGaX/q/LX2dXpYneGRp+t8iPsQU6ZhQ7cPkLDXjnpvCpRC9vDKKySeLuMScKwTl7QuibqWHFIQPHGiS+ONqF+oDEtS834O0bfTj/2QY8e7UXP/zUj2evbjmpsbMiPNP5+ZLak1/vlU1BVDWFn9M2vrML8GWdPHIugM8UpaHjONNpHZEznboz/JfBJjVWp0VtxyUiAgAPnOkzA2PL3nQtr4NA8tk+X0VF4fCKikK4XA2lvXqv3JyTs7e/EDK/M7JS5/KiMaU7DqZ0x8E27w1Kh78KGRXlyK4qQ059Wbibb6g8vMzXUYsUbxO8yUE4P+/ma91lvnEs2Who+6ZO0DujZYOgk43O1/HwfD/uPmkNxYzi8Nv5FYdONGn97SI/fjbD07wftGeahoAh8ftFfjww2R3xnH5D4oMdoebZ1PWlJ2ZWyxokvjbORgUnALhb7EjgTKcFsOi0jpY/zZw+wKhWEIU6QhN1qiMQkUXlyNR+k0MDlixybJ0AgU5p+xgI+HK3bpmWu3XLFKNb/valRUXrXE5n00jRSc9PseVEyP35Mt+B7Vvme6wcWVXlyKktRV5jGXJDx5BtViJLr0GqpwG+pEB4mW9WrJb5JoIUwxofMPfJ1LCjwkRlo0SGV6CqSSLdE/lHf+UhA4WpGsZ1P/H5hGFKjC3Q8aPP/NhUZuIvl3rgdYa/Lscn8NaNPow/fv/JM507K0ysPWqjE0ccbkBvUSSz6LQAFp3W0UrR6QWaWHRaHWc6ieh0BhuFEw9qFXP36mUdaizUNk0/cnjAhCOHB8Dnq9zdp+/y/WlpR0cIAS7XjFMapJaG6uw0VGf3xq4272+QvpoTy3xzG483SzIrkPX5Ml+fH54ULvNtW5KhthdNRaPEC+uDmNnfgbtGOfHdj5vwj5levLIpGLH09UidxLZyE7oABv+1DrlJAmuOGDjv2QZoAvj2ZBem9nQ0F5xVTRIXP98An1Pg82M4T57plADK6iV6RBWxltVylhNg0WkJLDqto2Xl4vQpiEEdJTjTSURtOD84bPqL2sJl9cI/viuev6Eho9f6dRf20rRQQ4+e6+d37745V9eNAV3xWmQfPjSk+tCQWogDbd57fJlv+fECta4Uuf5jyDXKkY1KZDjqkOKLWuZ7+nWgcSY5FJvltZ8LmeEusgCwrdzE/R82oW+mhve2h/DlsU68uDGI737UhNrAid4sUgJZXoEbh4W3fN8xKlyMljxdjzm3t34UX7pHYOXdkav/T57p/Nz724M41iCQ3cr5oJbSsokQwKLTElh0WkcA4XOETvxpZtFpCxpYdBLR6QkIMcs/ceBz7nm7TSF7ddXrmKbDt3fPqGl794xCevqh9b37rKj1+arHCAF3219Niez4Mt+CHJQVtGeZb41MK6tAVtUx5NSWIrcpfNxMjqxEpqMWqe4GJCUF4Pq8m6/t///LCMV25VnQAJpC4YLyL5d6cH7v8Czj3W83QQgXXrvOh5/P82Nr+YkjKEMm4NSjn0ee8lzPFzcE8dA8f/P5nJ+rD8rmmc7P1fglzu/twG8usPiK7ZYznSGAxwxYAbvXWkstcFKziX+eDxxYri4NtduBptcBNpMkojZUiLrdr7mWZiKGS2CdzsZjvXqt2piTu7uPpsnCWL0u0efq4aupRGbFMeTUHkNufSlyA8eQKyuQJaqQ5mpAcpIf7hRNc+YHpPU+INGkgf3zzocOs+2bFfpwRwjpHmBC4Yk5pYagxG8XBvB/Myz3r7VrFE8Fbn/35JEKAFmnuJtiiEWntRwBkNf86JkrgN1z1aWhdjvU9DxMbqMionbYph1ePs+5aQwEYrxOTZp5eTtXFhWvES5X4xg2HiIrColkNDqLUO8oRJ3fjbqKStTIVFSLdFSJdFRp6ajQ01HhSEeFMw1mDJr5ZgarsGnRlV3+OtQJBlwC3PjiySN7AHTZ6hJqPy6vtZbIDQMuLq+1C03Uw5QsOomobf3N/HEHzfK5O/WjndxYqC1CO3q077ijR/vC663e26fP8j3pGYeHC4GM2OYgOjWHrENKYCNSAhvDA6f51SqlQEMgGY2hVNQZqaiTqag101Et0lCNNFRqGajU01DhyEC5Mx1+7cxm+7ICbOpoGzwuxbJYdFpLZNHJPZ22oaEGQIHqGERkEzOCQ6aXipoltVrjRBWv39iYVrRhw/lFQgs1FRZuWlhYuDHD4QgNVpGF6EwJIZHkqkWSqxbZ7TgTNRD0oD6YhnojBXVmGmplGmpkWvMsaqWehnJHBioc6ah1nNjtlBWs6sLvgjpVy0ZCLDotgkWntUQVnV5FMaijdFEe7itORNQOAkJcExg/9Dn3/O2GMPupyiFNh2f/vuFT9u8bjrS0I5t691lRkZRUOUYI8BcQxR2XowkuRxMycLTNe0MhBxpCqWgIpSCrLhCDdNQpONNpWRbve5xwIluFcabTNnRRrjoCEdmME47kqwPj3ZCoUp0FAKqruw1everyqUsWz246fLjfXNPU9qrORKSKQw8h1V2Bbkl70asdZ6KSRbDotCwWndYSWXS2ftYQWZDGopOIzkC6TOp5TnDoTkgYqrN8LhTyZOzYPrFk4YKbem7ZPHVlU5NvmZQWb9tJ1IXcAf7vbxssOi2Ly2utpSzikS9TUQzqKM50EtGZ6mPmjTlkVMzd6jgU48ZCbRGirKzXmLKyXvB4ag/07rN8R2bmwaFCIFt1MqJYYtFpI67k6BEWnRbBotNaSiMeJeUoikEdpaNCdQQisrFpoUElR7WqhVVawxTVWVrT1JRSuGnjuYVCGIHu3bcs6tFzfYrDERymOhdRLLj8LDpto+VMJ1sPWwSX11oLi06b4kwnEZ2tqwLjRzuktkV1jtORUncdODBk8uJFNwxbs/rirbW1WfOljNoaQhRnONNpI+xea1ksOq0lqujkCia7YNFJRGfLAd17TWBiCiSOqc7SHrW1OQPWrL502uJF14cOHhw4zzQ1dluhuMSi00a4p9OyWHRaS+SeTs502oYmmiD4YT8RnaVU6e1+QXD4AUiEVGdpL8Nwpe3aOW76wgVf6L1p0/TVjY3JS6SN8hOdjmZIOEM8E802vOnRI7UKUlAruKfTWlrOdAoBSP6wswNdlCMkk1THICKbKzJzRg4xeszb6Ng/XXWWjio/VjSq/FgR3O76w717r9iWlb1vkBDIVZ2L6Ey5OMtpLyndokcOq4hBLbHotJbIolNzAJ50oLFSTRrqEF0cQ0j2VB2DiOLApFD/6Ue0ygXlWt1U1VnOhN+flL95c0m+EGYwP3/r4p5F671Op3+k6lxEHcWltTbizWjtjPsDKqJQS1xeay1lLUa4xNY2HIIfphFR57kiMG6cU+obVec4G1JqzkOHBk1asvi6katWXbqjujpnnpRc7kb24W2yzBG61JbUgugRCc50WgaLTmvxI7q1M4tO23CIQ6ojEFEc0aG5Z/knZgoZtQrGpurrsvquW3vx9MWLbhAH9g+eZxj6dtWZiNqSVM+i0zZaFp1HAAQVJKFWsOi0nqMRj1quTSeLcoiDqiMQUZxJhif/ouDIo5AIqM7SWQzDmbx795jpixbe1G/jhnPWNTSkLpaSbwzJmpIb2BPLNlK7R49waa2FcE+n9RwC0L/5EYtO2+BMJxF1hUIza9hIo3j+GseeaaqzdLaKisLhFRWFcLkaSnv1Xrk5J2dvfyFkvupcRJ9LauBMp220nOlk0WkhnOm0nsjpshT+7rULhzgKgL+ciKjzjQ31mZZrps5TnaOrBAK+3K1bppUsmH9T7vbtE5YGAp5VUoKt2y2gutpAQ0NiNtPRDAlPU2J+77bUcqaTS9AshDOd1hM5XdbyUxuyKCEM6OIoDMn/ZkTU+S4PjJn0nHv+uoAIDVedpeto+pHD/SccOdwfPl/l7j59l+9PSzs6QgikqU5mFaGQxD13H8C/nuzR5r2LF9Vj564AkpI0HCsLYda1acjMDL/1a2oy8cbrNXC5BDZvbsK1s9MxYIAbL79UhWBQoncfNyZO9GHOZ3W45NKUrv62LCmpwYBQHYLaj8trLY0zndYTNdPJ5bV2wiW2RNRVNGjOa/0T84VMjG6MDQ0Zvdavu3D6ooU3OvftGzrfMPStqjNZwQcf1KKiou1VNdXVBubMqcfNN2fg6qvTcM2sNDz+eEXz9WeersSll6XgmllpOOfcZDQ0mAgETGzZ6sdNX8jA++/VAACCIQmXKzHfLiZxP6e9cHmtpXGm03oiq5YUzprZiVMcgl91CCKKWz64cy4NjN70rmtVBgQ8qvPEgmk6fHv3jJq2d88opKcf2tC7z4pqn696rBBwq84Wa4cPB5GcrMHna7sIPHw4CK/vxDxdVpYDlRXhIqqiIoSyshBSU3UAwOTJSc3jTkf4axoaJdata8Tw4d7O/jZsg/s5bSaNM51WlpgfXVlb5ExnKvd02glnOomoq+XLjMFjQ71XqM6hQlVVwdBVK6+YsnTJtbVHj/Sea5oiod5UzptXjxkzktt1b+/eLqxY0YglSxoAADt2+DF0aPhzinXrmpCZqeOJJ8rxu9+W4bvfOYyjR0NIS9MRDEmEQhLpaRp2bA+gf/+Eq+2b8bgUG3GnAq4WfzYS6ueD1bHotJ7IotPhAbwZiqJQR/HYFCKKhZFGr6n5RkbcNhZqSzDozd62bUrJwgVfKNi6ddIyv9+7It4bDy1eVI/Jk33tvt/l0vDQQ93w61+V4vv/7zDmzqnHLbeG308cPRrCsmWNuPzyVDz47RzMujYNzzxdAV0XuOyyVLz/fi2uuz4dHo/A22/XYP78+q76tiyNy2ttpPUeKHxTZiEsOq2n5V4ddrC1Dae2R3UEIkoQlwRHTvZI52rVOdQSWunRvuOXLb127MoVV+yrrMifKyUqVafqbPX1JioqDfTo4Wr315imxJtv1uAvf+2OiZOS8P77tdi6NbwBJBiQGD3ai/x8JwBg/HgfNmxoAgCMHu3FzJmpOLA/iJAB5GTr2LrVj4qKxCrANEPCy8619tGyidAxAE0KktApsOi0ngCAsogRLrG1DV1UQou/9ztEZEEaNMcs/8SeQibWEtNTaWxMK9qw4fyShQtv9O7ZM2JhKOTYpDpTZ9mwoQlOh8Bnn9bhs0/r0NRk4rNP67B/f+CUX7N0SQO6FzjQvbsTV1yRiu98JwePPloOAPD6NIiod4BCRPZprak1cGB/AN0LneiW58CWLYnVsYCda22GTYQsj0WnNe2PeJTRS1EMOhNObbfqCESUILxwZc0MjKmHRIPqLFYhTYdn/77hUxYvunHw2rUXbqqry1ggJRpV5zobEyb4cOFFKTjn3GScc24yPB4N55ybfNqZz337g+hZdOL6+Ak+1NaE9ygWFzlx4EAw4v6kpBMl1uHDQRQUOBEISDgcApoG+JvievVyC1xaazMsOi2PRac1bYt4lNVXUQw6E06xS3UEIkoguTJtwMRQvzWqc1hRTXXe4NWrLp+6ZPHspsOH+801TW2v6kydQUpASgnTlPjpT45i48aWqwiHDfNEzE5WVRkoLg4XocNHeHHoYBDl5eHCau+eAMaOO7FfdPWqRowZ40VhDydqakzU1JjIL0isAw/YudZmeEan5SXWTxD7YNFpYy5tF8DfVUQUQ0ONnpMPaBVzD+jlJaqzWFEo5MnYsX1iyY7tE2ROzp4Vxb1WmW53w1gh7PXhe3l5CAsW1KOsLISnn67EzMtTsX2HH2VlLWflBg/2oLQ0hFdeqYLbreHYsRC+eV82AMDpFPjBD3PxxD8qMHiIB3W1Bm66Kb35a50uAU0TuOCCFLz0UhWkCQwYkFhdbFl02gxnOi1PSJlYyyVs4iYAzzc/qtwD/HmEsjDUMUGzEEcDj6uOQUQJRkKa/3EvWNUgAmNVZ7EDj6f2QO8+K3ZmZh4YLARyVOcha5m0rAI+NhKyj68sAvKGnDxyO4Bn1ISh1tjqE74EEjnTmd4T0NvfsY7UcoiDEGyYRkQxJiC0Wf6J/TQp4mIJaVdrakop3LTxnJKFC25K271r9KJQ0LVedSayBnautSEur7U8Fp3WFFl0Cg3IZDMhuxBCwsH3fESkgBvOtCsC40KQqFOdxS6k1F0HDgyZvHjx9cPWrL54a21N1nwpkZgHUxIAwNfIzrW24ssEvOnRo/tbuZMUYtFpTTUAjkSMZPVTk4TOiEtjMyEiUiNbpvSZEhqwARLcP9NBtbU5A9asuXTa4kXXhw4eHDjPNPnDPBGxc63NZA+IHgkA4J9di2HRaV1bIx6xmZCtsIMtEak0yCicWGzmzFWdw64Mw5W2a+e46QsXfKH3pk3TVzc2Ji+REqxEEkRqLf9T20ruoOiRrQD/vFoNi07riiw6s1l02olL26I6AhEluPOCw0qSpGeZ6hx2V36saNSK5VdPXL7smrKysp5zpRRHVWeirpVWw3rFVnJazHRuUhGDTo9Fp3Xx2BQbc4q9EDyrnYgUEhBiln/CIF1qO1VniQd+f1L+ls0lJQsX3JS5c8fYxcGge63qTNT5NEMipY5Fp63kDIweYdFpQSw6rStqeS33dNqJECZc2ta2byQi6kIuOFKuDIzTIFGtOku8kFJzHjo0aNKSxdeNWLXq0h3V1TnzpESt6lzUOVJrQ9C4G9peONNpCyw6rStypjMpG/BmKIpCZ8IlNquOQESETJncqyQ4eBskeAZEJ6uvy+q7bu3F0xcvukEc2D94vmHo21VnorOTXhNUHYE6wpMOpORHj25UkITawKLTunYjehN0Vh81SeiMuDV+0EZE1tDPzB/X1+w2X3WOeGUYzuTdu8dMW7Twpn4bN5yzrqEhdbGUYPViQ2nV/M9mKzn9o0dCAHYoSEJtYNFpXUFEt3vmvk5bCS+vNVTHICICAMwIDilJNb2LVeeIdxUVhcNXrrhy0tKls6pKS4vnSikOqc5E7SQlmwjZTcv9nNsAfuBjRSw6rY37Om1ME41wir2qYxARNbs6MH64LrVtbd9JZysY8OVs3TKtZMH8m/K2b5+wNBDwrJI8O9XSkusNOA3+J7IVNhGyDRad1sYOtjbn4hJbIrIQJxxJ1wQmeCFRqTpL4tD0I4f7T1i6ZPboVSsv31NVlTdPsrGTJaVZfD9nQ1BCynBRXNkoYcoTBfKbW4J4anVAVTR1WHTahkN1ADotntVpc25tC+qNy1XHICJqliZ9Pc4NDl31qXNDKgR01XkSSUNDRq/16y7spWmhhh49NizoXrg5W9dDLd41kxrpMVxaW95g4v0dIfTN1FDRKBE0gDEFOhwa0C35xJzQov0hjMnX4XYIrD9q4PY3m5CXJLCnysTXxrnw9QkueBwCpfUSn0/SNoUkPA4Rs+9FqZada9lEyKI402ltkTOdmX0AkSA/ROKES+PPPiKynt5m3uiBRvcFqnMkKtN0+PbuHTl10cIbB65fd96G+vq0hVLCrzpXosuoit1MYdAEnlkbRFMImLfXwOZjJvZXm5jwz3rMeLoeWb+pxYyn63HNfxsxf1+4P4RTF7iojwNzbk/C7SOdGNFNxy/m+7HlmAFNAB4HUOOXmPDPetQHEmCZsDsFSCuMHuVMp0Wx6LS2yJlOpxdI7a4oCp0JhyiDLg6rjkFE1MLU0MCSDDNpoeocia6qqmDoqpVXTFm6ZHbdkSN95pimOKA6UyLyNYTgjmGh5tSAvCQNM4odGJitoW+mBqcucMtwJ+bcnoRJhTrm3J6Ei/s6MLJb+O169LSDJoAbhzpx82uN0I5ffH5dEL8534MkVwJMUmS36FxrAOCxRRbFotPajgKoiRhpuXadLM6jrVYdgYioVVcGxo1xSJ2HCltAMOjJ2r5t8oyFC75QsHXr5OV+v3cFGw/FTkZVbPdzCiHw0a4QZjxdj18taN8MqxDA7ioT72wLYlt5+NjdQTk6HpzsBgBICfTL0jA0N0He3rd8T7wD4IoBq+KeTmuTANYDmNI8UjAK2PGxskDUcR5tNeqNS1XHICJqwQHdMyswIe2/rkVlEMhRnYcAQGilR/uMKz3aB15v9b4+fZbvTs84PEwIZKpOFs8yK2NbdGoCuKC3A89d48XTa9pXdEoJ9ErXcHl/J1YcMtAYlLj0+QY0BCWO1IU/n+iWLLDqsIGlX0zCoJw437LdsujkniYLY9FpfctxctHZfbS6JHRG3NpahFd8xPkPfyKypRTpLbgwOGLt/5xrMyD4vsBKGhvTem7YcH5PoYWaCgs3LSws3JTucASHqM4Vd6RERnVsi055ijnsXZUmPtgRwq0jnPhgRwiZXgHn8bWz0ae5eJ0Cz17tQZpb4Pn14fy3j3R1ZWxryWXnWjvhLxfrWx7xqIBFp91oogEusQ0BOUh1FCKiVvU0s0cMNXrM2+DYP111FmpJmg7P/n3Dp+zfNxypaUc39emzvCIpqXKMEPCqzhYPUuoMOEOxXclsSNm8vPZIncRD54aXyPbO0HBx3xNvz0/+Z39I4mBtuCjdUSExtSeQ7Wu5lLa8wcTBWonheXH+YXfLzrUsOi2MRaf1rYh4lNINSC0Aag4pikNnwq2tRsBg0UlE1jUx1H/6Ya1qfrlWO011Fjq1muq8watXXQ6Ho6myuNeaZXl5O4s1zSxSncvOYtm19nNNIeDqgQ48fnn7l9dWNEpM7K7j4r4OLDkQwltbQ/jG+03ITRLNy2ufXhNEtV8iyyvw/hd8cOpx2lDIlQSkt/jfnkWnhbHotL4dAKoBpDWPFIxm0WkzHn01ao2bVMcgIjqtKwJjxz/nnrchKIyhqrPQ6YVCnowd2yeW7Ng+Qebk7FlZ3Gu14XbXjxWCTSI7KtZNhADgQI2J/OT2/adaecjAmAIdu6tMjC04MXs5s78Df77YDSEEnlodgBAJtLw2t8UH+SaiT30gS+EPJuszET3byX2dtuMSWyFQpzoGEdFp6dDcs/wTc4TEUdVZqL2EKCvrNWb5smvGr1h+1aHy8sK5UqJMdSq7EKZEeoz3cwLAzgqJsQXtexu+6nD4nM4dFRITC08UnUKEu+AmpMLx0SObATQpSELtxKLTHriv0+aEMOHW1quOQUTUpmR48i4OjiqDROzXHNJZaWpKKdy08ZyShQtuStu1a/SiYNC1TnUmq8uoCsJhxv51N5UZOKdXeMGhlOEzOHUBHKmTkCd1GQoaEk+uCaKs3kR+soBDA2r8ElVNgOOkd/Fmoh2uUzguemSxihjUflxeaw9RRecoRTHobHi0VWgyJ6mOQUTUpu5m5tBRRvH81Y493N9pQ1LqroMHhkw+eGAIUlLKtvbus7w0JaV8tBBIUp3NanKPxf5Yx6omicE5OnQBPLLUj1/MD+DDm30YkK2hIShxzjMNzfcKAQzL1bD5mImvjnNBAnhhfRD/3RjEj0vczfcFFRTOSvVg0Wk3Qp6qZzNZSQ8A+yJGHhkFVOxSk4bOSEhm4Yj/GdUxiIja7S3XinmlWjU72sYBXQ9UFxWvXZufv61Q08zeqvNYgZASUxdXwBXjzrW7K030yjgxTbmr0kTvjI4tPqwPSCS5TiytXbgvhGyfwIDsOO9YCwAp+cADW6JHh4CNhCyNRac9CACHAeQ1j7xyJ7DhVWWB6Mwc9f8RQdlPdQwionYxYQafd8/f5BehEaqzUOfJytq3plfvlU0eT91YkcBns2ZUBjB6fY3qGNRRg64Arv/3ySPVADIR7oNCFsU9nfYgwWZCccGrL1UdgYio3TRozln+iQVCgi3T40h5ec+RK5ZfPXH5smvKysp6zpVSJGTjqNxj3LZsSz1aNBFaChaclsei0z7YTCgOeLQlqiMQEXWID+6cywJjqiHZGTLe+P1J+Vs2l5QsmH9T1s4d4xYHg+61qjPFjJTIUbCfkzoBmwjZEotO+4gsOvNHAFoCrNuPMy5tD3RxWHUMIqIO6SbTB40N9VmpOgd1Fc1x6NDASUsWXzdi1crLdlZX58yTErWqU3Wl9OoQ3EFuMbMd3QkUjIweZdFpAyw67SOy6HQlAdkDFEWhs+HV+LORiOxnpFE8pcDImKs6B3Wt+vrMPuvWXjx98aIbxIH9g+cbhr5ddaauoKJrLXWCbsMAhyd6dJmKKNQxLDrtowzA3ogR7uu0Ja++SHUEIqIzcnFw1FSPdK5SnYO6nmE4k3fvHjNt0cKb+m3YcM66hobURVIiqDpXp5CS+zntqrDFfs7NACoVJKEOYtFpL9zXGQdcYgt0HFMdg4iowzQIfZZ/YrGQYr/qLBQ7lRWFw1euuHLy0qWzqkpLi+dKKWzdWCqtJgR3gH1nbIn7OW2LRae9sINtHBAC8Oj8GUlE9uSFK3NmYEwjJOpVZ6HYCgZ8OVu3TCtZMP+mvO3bJywNBDyrpITtNkZyaa2N9WhRdLJDo02w6LSXyJnOvCGA7lIUhc6GT1+oOgIR0RnLlWn9J4X6r1Odg1TR9COH+09YumT26FUrZ+6pqsqbKyWqVadqFy6tta/kPCC9KHqUn+LbBItOe4nsHKi7gPzhiqLQ2XCJDdBRqjoGEdEZG2L0mNTDyGJjoQTX0JDea/26C0sWLbzRefDgmOUed3/VkU4rtTYEj59La22p5dLaWoT3dJINsOi0l2oAmyJGiqerSUJnRQjAp/O9GhHZ24XBEdN80rWi7Tsp3pmmw7dr5+BxH300AYcO3gq3qwRCWG81Fmc5baxHiyZCSwEYCpLQGWDRaT+fRjzqPUNNCjprPv3Ttm8iIrIwAaHN8k/sp0mxR3UWso6dOyU+/rgnVi+7GuauHLiarLPtk/s5baxwbPQIl9baCItO+/k44lHPCa2dV0Q24NT2wyl2qI5BRHRW3HCmXRkYZ0CiVnUWspbaRhcWHrgYny77Aio3DIKnQgekugI0pTYEbxOX1tqS5gAKRkWPsomQjbDotJ+5AE78xHR4gJ4T1aWhs+LTP1MdgYjorGXJlD5TQwM3wYadTKnrSejYUDEWH224CVuXnwd9fyocwdj/r8JZThvrNgxw+qJHl6qIQmeGRaf9VCG6iy2X2NpWeF8ntyMQkf0NNLpP6GXmzlOdg6yttKk75uy+EguWXI/GrcXw1MTutXPLWHTaVssJlm0AyhUkoTPEotOeIpfY9ipRFIPOli6q4NZWq45BRNQpzg0OnZ5sejj7QG0KSjdWHJ2Gj9bcggOrxsN1xAPN6LrZz5TaIHxcWmtffc6NHlmgIgadORad9vRJxKOCkYA3Q00SOmtJ+hzVEYiIOoWAENcEJgzWpbZTdRayj911A/DJttlYsfQqGDvz4Grs/OKz++GmTn9OihGHGyieGj36oYoodOZYdNrTYgCNzY+EBhRPU5eGzopHWwyBBtUxiIg6hQuOlKsC43RIVKvOQvZSH0rFooMX4pPlN6N8/VB4jjkgOqHxkB4ykVfKpbW21XNy9H5OE9Gr/sjyWHTaUxOilxX05hJbu9KEH16dq0SIKH5kyOTiGcHB2yHB9Yx0BjRsqhyFjzbdiE3LLoS2Lw2OwJkXn3llfjj4f6J99T0vemQ5gAoFSegssOi0r8hPeNhMyNaS9fdVRyAi6lR9zfyx/Yz8+apzkL0d83fD3D1XYP7S61G3uTc81aLDz8GltTbXsuj8QEUMOjssOu0rsujM6gukFSqKQmfLpW2HU2xXHYOIqFOVhAaXpJpeHuBOZy0k3VhdNgUfrb0Ze1ZOguuwr12Nh1Jqg0itY5d420otAHIHR49yP6cNsei0rzWIXlrALra2xtlOIopHVwcmjNCltk11Doof++v74pPts7BsyTUI7siHu+HUxSdnOW2uZdfaSkQfHUi2wKLTvkwAn0aMcF+nrXn1uRCoUx2DiKhTOaH7rglM8EFyDxZ1rkYjGUsOnY+PV9yK0nXD4S5zQpgnClA2EIoDfc+PHvkYQEhBEjpLLDrtLfLoFO7rtDVN+OHTP1Mdg4io06VJX+H5wWF7IcF1jtQltlaNwMebb8CGZRdD7M2A0y/RrZQNhGxN01t7b8ultTbFotPeIvd1JucBuYMURaHOkKy/pzoCEVGXKDZzRw0yurNVN3WpikAu5u29HHOW3ojsPXyba2sFo1s7h55Fp03xT6O97QSwL2KE+zptzanth0usVx2DiKhLTAkNLMkwkxaqzkHxrxBHkR2qVR2DzkbLrrUbARxQkIQ6AYtOe5Pg0SlxJ9nBhkJEFL+uDIwb45T6JtU5KL5NwBrVEehs9WlRdHKW08ZYdNpfZNFZPAXQHIqiUGfwaougoVJ1DCKiLuGA7rnGPyEDEmWqs9hJMBhEXR2bzbVHKmoxEDtUx6Cz4c0Auo+JHuX5nDbG6sT+IjvYulOBwnHAPh6LZldChJDseBc1oZtVRyEi6hIp8OZfGByx9n/OtekQcKrO0xFPPvkkSktL4XK5AACBQABf/epXkZqaesqvWbduHSorK+F0OtHU1ITp06fD4Yh8C9bY2Ijnn38eX/ziFwEAa9asQX19PXw+H0aNGoUtW7aguLi4y76veDIWa6Gj7TM8ycJ6zwg3EjqhEcB8NWGoM3Cm0/6OAlgXMTJoppok1GmS9HchwLPFiCh+9TSzRwwzetruE9KcnBx897vfxf3334/77rsPU6ZMOW3BWVZWhu3bt6OkpASTJ0/GgAEDMGfOnBb3rV69OmImc8uWLZgyZQq2bQsfcVpXV4eUlJRO/37ijQMhjAF7I9hey/2ccwG+MbIzFp3x4fWIRyw6bU8XtfDpH7d9IxGRjU0I9ZuebabYZvbCMAxMmjQJQggAwPr16zFs2LDTfs2uXbvQo0eP5sfdu3fH1q1bI+7Zv38/CgoKIsYCgQAAwO/3o6qqCunp6Z3wHcS/odiKJNYm9tdyPyeX1toci8748FrEo/SeQMEoRVGos6TorwM80o6I4tzMwNgJLumwxdSUruvIzs4GAEgpcfTo0XYVg4ZhRPxzTU0NmprChZFpmjhw4ECLpbMej6f579u3b0f//v0755uIcxOwWnUEOlu5g4DUguhRNhGyORad8WE9ELVjftAVapJQp3FoR+HVFqmOQUTUpXRorln+CblC4ojqLB2xZcsW9OzZs837ioqKsHHjRoRCIUgpsXz5ckgpEQwGAQBr167FiBEjWnzd1KlTsWLFCkyePBlSSmzYsAFr167t9O8jnvTDLuSzP5X99T0/emQvgK2t3Ek2wqIzPkgAr0aMDGbRGQ9SHK+1fRMRkc0lwZN3SXBUOST8qrO01+rVq9G7d+827+vWrRumTJmC999/H59++in69esHAPD5fKiurobb7YbP52vxdQUFBRg7diwMw4DD4YDf70cgEMDBgwc7/XuJF9OxVHUE6gz9L4oe+RBgZyi7Y9EZPyKrk6y+4eUJZGsubTtcwharzoiIzkqBmTlkdKjXctU52qOhoQG1tbXNHWzbMmjQIMycORPnnXcekpKS4PF4oOs69u7dC9M0sWHDBmzYsAHBYBAbNmxATU1N89eWlpYiEAggMzMTGRkZOHDgQFd9W7bWG3vRw16T5dSalG5A0ZToUR5gHgdYdMaP5QD2R4xwiW1cSHG82vZNRERxYLTRe2qemTZPdY627N+/H0lJSe2+v76+vvmfDx8+jIEDBwIAhg8fjqFDhzb/5XQ6MXTo0OZuuIFAAC6XC6FQCLquQ9O05mW5FKkES1RHoM4w6ApARJQntWATobjAojN+SETPdrKLbVzwaCvgEHtVxyAiionLAqMnu6Vzjeocp1NRURHRHEhKiZdeegn79+9vca+UEn/605+aC8+1a9di3Lhxrd4Xbdu2bRgwYACysrLQ2NiIhoYGZGRkdOJ3Eh+KsR9FOKQ6BnWGoddEj7wJHpUSF1h0xpfIorPbMCCz7f0mZG1CAKmOl1XHICKKCQ2a41r/xEIhhWU3L3o8noiZTsMwcPjw4YhlsZ8TQmDMmDFYvHgx5s2bh0GDBiEnJyfinvLycsybNw/V1dVYsmRJc2dbwzDg8XjQr18/HDp0CAcPHmQX21ZwL2ecSC0Aek6KHv2viijU+URrn6yRbekADgHIbR756MfAwj8rC0SdQ0qBo4G/ISR7tH0zEVEcOCKqNr/jWlkMAa/qLGRdPXAQd+El1TGoM0z8KnDxL08eqQaQB9inwRidGmc644sB4PWIEe7rjAtCSKQ6/qM6BhFRzHST6YPGhfquUp2DrK2Es5zxo+XS2tfBgjNusOiMP5FLbAvHAqndFUWhzuTV5nNvJxEllBFG0ZTuRuZc1TnImrrjMPqCvxfjQnpPoLDFXmcurY0jLDrjz2cAKiNGBl2uJgl1qvBs5wuqYxARxdRFwZFTvdK1UnUOsh7u5Ywjg6+KHqkA8Ensg1BXYdEZf4IA3ooY4RLbuOHVFsIpdquOQUQUMxqEPss/obcmxT7VWcg6uuEoBoC/D+NGy6W1ryH8npbiBIvO+BS5xLZoMpCUc4pbyU7CnWw520lEicUDV8bMwFg/JOrbvpsSAfdyxpGMXkDBqOhRdoeKMyw649P/ANQ1PxIaMPAydWmoU3m0xXCKHapjEBHFVI5M7Tcp1H+d6hykXi7KMBA7VcegzjLk6uiRMoS3i1EcYdEZn5oAvBsxwiW2cYOznUSUqIYYPSb1NLLZWCjBlWAphOoQ1HlaFp2vAggpSEJdiEVn/IpcYttrOuDNUBSFOptXXwaX2KI6BhFRzF0QHD4tSbqXq85BahTiEAZju+oY1Fmy+gD5w6NHubQ2DrHojF/vITzjGaY7gcFXqktDnS7N+U/VEYiIYk5AaNf4J/TXJLuqJR6JizCXs5zxZEiLBkJHAMxTkIS6GIvO+FWHcOF5wqib1SShLuHWtsCrzVcdg4go5txwpl0ZGCchUaM6C8XOMGxBDxxRHYM6U8ulta8AMBQkoS7GojO+PRXxqHAckDNQURTqCmmOp8GO4kSUiLJkSu9poUFbICFVZ6Gu50QQ52OB6hjUmXIGAHlDoke5tDZOseiMbx8AUR8JcrYzrji0o0jW31Ydg4hIiQFGwfjeZh6X4iWAyViJtJMa81McaLm09iCAhQqSUAyw6IxvIQDPRIyMuCG8v5PiRqrjv9BQrToGEZES5wSHTE82PUtU56Cuk4JaTAF7R8WdoS2KzpcBmAqSUAyw6Ix/T0Y8SsoB+l+sKAp1BU3UI8XxouoYRERKCAgxKzBhqC41HmAcp87HQrh4gkZ86TEeyO4fPcqltXGMRWf82wZEbYLgEtu4k6y/B4c4qDoGEZESTjiSrw6Md0KiSnUW6lzdcRjDsVl1DOpsY26PHtkJgCsW4hiLzsQQOdvZ9wIgpZuiKNQVhDCQ5niq7RuJiOJUukwqOic4ZAckl+fFk4t5REr88aS3tp/zCYBNweIZi87E8DJw0u57TQdG3KguDXUJr74Ebm216hhERMr0MbuN7W/ks7FQnBiKLeiBw6pjUGcbfh3g9J48EkT0iQsUd1h0JoY6AP+NGOES27iU7ngMQEB1DCIiZaaHBs9IM32LVOegs+PgESnxq+XS2jcAlMY8B8UUi87EEbnENqsv0HOSoijUVZzaIaTor6mOQUSk1FWB8SMdUtuqOgeduclYiXTUqo5Bna3H+NbO5vy7iigUWyw6E8diAJG/gDnbGZdSHf+FLrgciYgSlxO675rAhCRIlKvOQh2XgjpM5REp8an1BkKfxT4IxRqLzsQhAfwrYmTI1YA7RU0a6jJCBJHueFx1DCIipVKlr/D84LB9kDxrw27Ox3wekRKPWm8g9A/wbM6EwKIzsfwbgNH8yJUULjwp7nj1lfBqC1XHICJSqtjMHTXYKOT+Thvpi90YgS2qY1BXaL2B0NNqwlCssehMLEcAvBsxwiW2cSvN+Q8INKiOQUSk1OTQgOmZZjI70tiAG37MxMeqY1BXGXtH9MjrYAOhhMGiM/FELrHtMQHI7q8oCnUlhyhHquMF1TGIiJS7IjB2rFPqm1TnoNO7APORdtIJbxRHeowHcgdHj/5DRRRSg0Vn4nkfwNGIkVG3qElCXS5ZfwtOsVt1DCIipRzQPbP8EzMgUaY6C7WuF/ZhDNarjkFdZUyLWc4dYAOhhMKiM/EEATwbMTLiBkBzqElDXUoIExnOPwNsyEBECS4ZnvyLgiMPQyKoOgtFciKAmfgYQnUQ6hqe9NZ6iDwBNhBKKCw6E1PkmZ3JucDAyxRFoa7m0nYgRX9VdQxSqDHoR1l9heoYRMr1MLOGDzeKlqjOQZHOwyJkolp1DOoqI65nAyFi0ZmgtgCI7OY36WtqklBMpDr+w2W2MRY0Qjjvn7c2P95bdQgvrHkbkx67rkPPs2jvKjy54hU8ueIVfPv9X2N/9YkzWDeX7cQTy1/CzGfvifial9a/j8eWvoD/rnsPAPDh9vkwTH6gTAQA40N9p+WYqfNV56CwHjiE8VitOgZ1pZZnc7KBUAJi0Zm4/hLxqMcEoHCcoijU1YQIIcP5J3CZbey8tP49lJ40u1iUXoCbRs6EKdtf/NX46/Dcmrdw59hrcefYa3Hb6Kvx80//2nx9UE4f3DX2Whyrr4z4ug+2zcNXJtyEj3aEj80prStHt5Tss/yOiOLH5YExE1zSsU51jkTnQAhX4n98MxrPekxgAyECwKIzkb0CYH/EyKR71SShmHBpO5Giv6w6RkLYV3UIqe5kJLt8La5pov0/dndV7MeqQxubHw/I7o0d5XvbfL7GYBMAoD7QgAPVR9AjPb/dr0mUCHRorln+id2ExOG276auUoIlyEZl2zeSfbWc5WQDoQTFojNxBQE8EjEyaCaQXqQmDcVEquNFOMUu1THi3ntb52LmoHPP+nmG5vXDIzN/1Px4R/le9M/u1ebXpbiTmv/+6a4lOL/P5LPOQhRvkuDOvSQ4qgISftVZElEBjmAKVqiOQV2JDYToJCw6E9sTAGqbH2k6MPHL6tJQlxPCQIbzjwCbN3aZj3YsxAV9p3TKczk0B8YXDm9+/OTKV/DNybe1+XX3TroF/179Jr48/kaYpoE3N3+MVzZ80CmZiOJJgZk5ZHSo93LVORKNBuP4slqpOgp1pdG3soEQNWPRmdiqAfwzYmTULYAnTU0aigmXthupjpdUx4hLtf56lNVVoE9Wz05/7tc2/g+X9i/BoNw+bd47vNsA3DLqSgTMIDwON+r89agPNGLN4c2dnovI7kYbvaZ2M9Pnqc6RSKZhGfJQrjoGdSXd2dpExmtgA6GExaKTHsHJyxzcKa2tv6c4k6K/BKfYrjpG3Fl+YB2cugNvbvoEb276BA3BRry56RPsLN93Vs/72a6lSHb5cE6fiR36uq1lu1EXaEBxRg8UpXfHqoMb2/4iogR0aWDUZLd0rlGdIxHkoQzTsUx1DOpqQ64BUrtHj/5RRRSyBhadtAfhpkInTLgH0BxKwlBsCGEgy/kbCDSojhJXzu0zCbOHXYIrB5+HKwefB5/TiysHn3dWM5/rjmzFsfoKXNhvKoBwIdke9YEGJLt88BsBuHQHdE1DY6jpjHMQxTMNmuNa/8QeQooDqrPEMyeCmIX3oHNLX/yb8o3okfkAlipIQhbBopMA4A8Rj1K7t7bxm+KMQzuMdOdjqmPENQkJKSP3LJnSjBgzpYl7Xv8RVhxY3+Lrq5tq8dmuJZg97JLw80mJVzdG7s00pQnZyr6oT3Yuxvl9J6N3Zk9UNtagsrEaRektPnUmouO8cGVdHhhTD4lG1Vni1cWYg1xUtH0j2Vufc4G8odGjv1MRhayDRScB4U+eFkaMTP66miQUU0n6Z/Bpn6qOEXeO1h3DM6tex6GaUvxu/r9wuLYMeyoP4rGlL+BI3TH87NO/Yt2RrQCAgBHEhqPbcLi2rMXzvL7pIzy18lWM++ssjPvrLAx/ZCbWH9nWfH1T6Q78eu4/cLi2DH9e9EzEcSpBI4Q0TwrO7T0R649uxepDm3Fen0ld/80T2VieTBswPtR3teoc8WgItmIMNqiOQbHQ8j3kVgDvKEhCFiKiP4WnhHU1whu8T3j6MmDPAjVpKGZM6UFp4M8ISc6CEREBwPvO1XMP6hUlqnPEi3RU48t4Dh4EVEehrpY3FPjKwujRuxE+MYESGGc66XNvAdgZMTLpXjVJKKY00YRM52/AY1SIiMIuCo6c6pWulapzxAMNBq7Feyw4E8XkFu8dSwH8W0ESshgWnfQ5A8CfIkYGXAJk9VUShmLLpe1EmuNp1TGIiCxBg9Bn+Sf20aTY2/bddDrnYhEKcUR1DIqF1AJg6LXRo38BwC52xKKTIjwNoCpiZNLXVOQgBZL1N+HReEY6EREAeOBMnxkYG4BEneosdtUPuzAFK1THoFiZ9LXw+ZwnNAJgx0ICwKKTItUBeDxiZMSNgC9LTRqKKSGADOcfofHAbiIiAECOTO03OTRgQ6stoum00lCNq/EBhOogFBu+TGDMHdGjTwE4piANWRCLTor2KE7e3Of0AmPvVJeGYkoXNchy/RLc30lEFDbYKJxYZObMVZ3DTnSEcB3ehQ9+1VEoViZ8GXAlnTxiAPitojRkQSw6KdohAC9GjIy/G3C41aShmHNrW5Du+IfqGERElnF+cFhJknQvU53DLi7CPHTHUdUxKFbcKcD4e6JHXwCwJ/ZhyKpYdFJr/hDxKDkXGHmzoiikQrLjffj0/6mOQURkCQJCzPJPHKhJsVt1Fqsbii0Yj7WqY1AsjbkD8KZHj/5KQRKyMBad1Jo1AD6NGJn+IODwKAlDamQ4/gan2KY6BhGRJbjgSL0qMB6QqFGdxaqyUY6Z+Fh1DIolh7u1Y1JeB7BJQRqyMBaddCoPRTxKLQDGttggTnFMiBCyXA9DQ6XqKERElpApk3tNDw3aAglTdRarccOP6/EO3OwJkFhG3gwk50WP/lJFFLI2Fp10Kp8herZz6v2A06cmDSnhEOXIcv0aQEh1FCIiS+hvFIzvY+bNV53DSjQYmI13kIMK1VEoljQHMOWb0aMfAeD5a9QCi046nR9FPErODTcVooTi1jYgzfGk6hhERJYxIzhkeorpXaI6h1Vcgjnoi31KXnvVYQPHGjpn4rnWL1HdxNNx2m3oLCCjKHr0FyqikPUJKfmHi07rXQCXNj9qrAT+NBzwc0tLoqkI3I8G81zVMYiILCGIUN1z7vmHDWH2U51FpYlYhYuh7kSZX873I90j8JVxLgQNibVHIwvQWr/E9goTd49xNY/VByRK6yX215jYWWFif43E4VoT+2okZhTp+PYUduxvk+4EvrYcyOx18uhiAFMAnmtLLTlUByDL+zFOLjq9GcDErwBzf60uESmR4XwEoUAeAnKI6ihERMo54Ui+OjDe/YprSRUE0lXnUaE/duJChQUnADg0YFCOho93hTC1pw4pgX+vC6I4XeCaQU5sLDWwu/JEIfqTOU2Ys8eA1wn4nALrj5r43y0+FKefWPwXMCRculDx7djH6NuiC04gPMvJgpNaxZlOao9XAVzT/KipGvjziPCsJyUUQ6agLPB7hGSB6ihERJawUzu68jPnhpEQ0FVniaVuOIo78RJcivb8f/XdRiw/ZKCiUSLFJZDuEfjaOBdmD3Hitjca8fXxLowt0PH8uiBqAxJfHuvCDz9twoc7Q0hynigot1eY6JGqwXN8GiZkAjV+ibdujCxE6SROH/DNNdENhDjLSafFopPaYyiAdQBO/JSe/3vgk58pC0TqBM0ClAV+CxNpqqMQEVnCfMfmuVsdh0pU54iVFNThS3gBqahXHQW/W+TH2AIdM4rDVWNjUOKyFxrw6W1JAMLLb4fnabisvxNSSgRNYMUhAz3TwgXljz7z454xThSmamgMSuyoMHFJP6ey78cWpj0InPej6NESAPMUpCGb4Ec41B4bALwYMTLhy0BStpo0pJRTO4Qs18MAAqqjEBFZwrTQoJJ007dQdY5YcCKAG/Gm0oLzQI2Jc56px4yn6/HYigDu+6AJIx+vw/Prgnhonh9/utgDw5R4YmUAT60JYmrPcEEqhEDIBL71YROaQkBTKDyz6T/+zxvLTHy8y1D2fdmCNwOY8o3o0ffBgpPawJlOaq/+ADbj5A8qFv8F+PAHygKRWg1GCSqCD4CfXRERASEYjc+55+0NCXOg6ixdRcDE9XgbA7FLdRQcqjWRlyTw8qYQQqbEzcNdeH97EKYELut/YqZyyYEQhubqSHaFF2sZpkTWb2oxslt4NfTJy2trAxKX9XPgZ+d4lHxPtnDhQ8Dkr0ePjgSwNvZhyE74bpHaaxuAZyJGxn0RSMlXk4aU8+lzkep4QXUMIiJLcED3XhOYmOJ2ufyqs3SVCzDfEgUnAOypMvHVd5uaHzcGJcYU6Ji718CvF/jxzrYg3tkWxM/nBfDhjsh9pyO76ZhzexLm3J6Eqwc68OK1Xsy5PQl/v9wLk3Mxp5baHRj/pejRF8CCk9qB3WupI34G4GYA4Y8QHR5g2gPAew8qDUXqpDpeREjmocG4QHUUIiLlUqW3+yUpE/BW5UKYZuecHWkVY7AOk7FKdYxmNX6gT2Z47uTh+QH8ZmEAw/I09E7XMKHwxB7PD3aEMKbgRI8nvwGsOWJgxtPh5cHbK0ysOGQ2z3Se14tvjU9pxv8Lv/c7IYTwKQdEbeJMJ3XEHgD/jBgZcxuQ3lNJGLKGDMdf4Nas80aEiEil7IMuTC8YozpGp+qNvbgUn6qOEWF/dXhZLAD8YJoL676SjOev8UG0ctLJybOXDg14ebav1ZnO927yYWgu3xq3Krs/MPKm6NG/A9ipIA3ZED/OoY56GMCdAMInJ+suYPp3gLfuVRqK1BHCQJbzYRwLPIyAjNutTERE7dZ3RyqO9emHDQe3q45y1vJQhuvwDnSLnYSxsczEVQMdWHHIQLfkE5VmyATu+6AJ6Z7w2PYKE/eOdx2/JnHRcw0IGMDD8/3N1z+f6QSA0nqJNLfAlQPZwTbCeT8GtIhTgRoAPKQoDdkQi07qqIMAHgNwX/PIyBuBBX8AKqyxz4NiTxN+ZLv+D2WBXyEoWxwWTUSUcMbtzEOFexkOiQzVUc5YNspxK16Fx2LdyqWUSHYBM4odMMzwEtruKSEMydUwtkDHveNdKEgJz1iuO2o0n7fp0AQ+O36Uyufufa8RD052R5zJueRACNvLDfTLSqijV0+t+xhg0Mzo0T8AOKIgDdkUu9fSmcgDsAuAr3lk3X+B1+5WFoiswZDpKA38BoYsUB2FiEi5JhzGG+4VqBO+tm+2mExU4g68jBQLnMUZbcG+EHqla+h+fHlt0JD4cGcIn+02sK3CREWjRK1foiEoUR8EJhXq+OYEF+55pwl5yQInr8BtDEm4dQHtpMG6gMTgHB3PXOWBaG29bqK57W2g1/STR8oB9AFQrSYQ2RGLTjpTvwTwveZH0gQemwyUblaXiCwhZOaiNPBbmMhSHYWISLlybQ3ecpbCEPaZNUtDNe7Ay0hHreoorTJMCV1jMRgTfc4DbnktevQBhGc6idqNu6XpTP0WQE3zI6EBF/1CXRqyDIdWihzXD6HxA1AiImSZIzHDsM8H/CmoxW141bIFJwAWnLEiBHD+T6JH9wP4W+zDkN2x6KQzVQHg9xEjfc4F+l+sJg1ZilPbj2zX/0GgQXUUIiLleoUuwgizUnWMNiWhHrfhVWTyQ0MCgCHXAPnDo0f/D0BTK3cTnRaX19LZSAKwFUD35pHyHcDfJgJGUFkoso4mYxiOBX+Cz5sdExElKhN+/M/9Ng5YtLGQF424HS8jD+Wqo5AV6E7ga8uAzN4nj24GMBzh8zmJOoQznXQ26nHyvk4AyOoLjGdDIQrz6OuR7XwIgh+KElGC0+DGDP90pEjrNebxoAm34lUWnHTCqFujC04A+D5YcNIZYtFJZ+sFAEsjRkq+A/jYRIbCPPpqZDl/zsKTiBKeB7m4MNgbDmmd9+0u+HEzXkc+ylRHIavwpAEzvhc9uhTAmwrSUJxg0UlnywTwzYgRTzpw7g+VhCFr8uhrkeX8KQtPIkp4GeZQnGNYo5OtE0F8AW+ikMct0snO/SGQnBs9+j0A3JNHZ4xFJ3WGpQCeixgZfRuQN0RNGrIkj74e2a6fQKBRdRQiIqWKQudjtFmlNIMDIdyIN1GEg0pzkMXkjwDG3hU9+jaAObEPQ/GERSd1lu8BJ7Uq1XTg4l+pS0OW5NY2sKstERGAkYErUCQrlLy2jhCuw9vojf1KXp8sSgjgst+H38Od0IToFW1EZ4BFJ3WWgwAiq8xe04FBV6hJQ5bl1jYh2/VjFp5ElNA0OFHiPwdpsi6mr+tCAF/AG+iPPTF9XbKBUbcAheOiRx8GsFtBGoozPDKFOpMPwBYAPZpHqvcDfxkPBFlgUCS/ORDHAj+FRJLqKEREylRrm/GGcy+Cwtnlr+VDA76AN9AdR7v8tchmvBnA11dGN4LcDmAYAL+aUBRPONNJnakBwIMRI2k9gGkPqElDlubWtiDH9X1oqFIdhYhImTRzEM41PF3/OqjGnXiJBSe17vyftHbywL1gwUmdhEUndbaXAXwaMTL5662d9UQEl7YTOa7vQBfsnEhEiatHaAbGmjVd9vw5OIa78F9ko7LLXoNsrPsYYPSt0aOvAPifgjQUp1h0UmeTCH8yduIQMocbuOQ3ygKRtTm1Q8h1fRtOwS0jRJS4RgRmolcXNBbqgUO4Ey8hFfWd/twUB4QGXPaH8N9PqAfwLUWJKE6x6KSusBnAnyJG+l0ADLxMSRiyPl1UIsf1XbjEBtVRiIiUEHBgmv8CZMjaTnvOftiFW/AqvFwhSacy9k6gYGT06E8BHIh9GIpnbCREXSUF4aZCBc0jVXuBv04AgjynkVonpRPlwe+gyZykOgoRkRI12na84dyBgHCd1fMMxyZcif9BB9/n0Skk5QBfXwF40k8e3QRgJICgikgUvzjTSV2lFtFNhdKLgKn3q0lDtiBEEFnOX8Knf6g6ChGREqlmP5wXSgbOYlJgIlbianzIgpNO74KfRRecAPA1sOCkLsCik7rSiwDmRoxM+SabCtFpCWEi0/koUvSXVEchIlKiuzENE87w/M7zsAAXYx5EJ2eiONNzEjDypujR5wHMiX0YSgQsOqkrfd5UyGgecbiBK/8CCP46pNNLcz6LdMejOLknFRFRohgamIm+srzd9wuYuAL/wzQs78JUFBc0B3DZ76NHaxC9Qo2oE7HopK62AcCfI0aKpgDjvqQmDdlKsuNDZDt/DIHOa6xBRGQHAjqm+C9Btmz7KBUnArgeb2M0NsYgGdne+LuBvCHRoz8CwPPLqMuwkRDFQhKA9QB6NY8E6oHHJgOVe1RlIhsJmgUoD/4YIVmoOgoRUUzVabvwunML/MLd6vU01OBGvIluOBbjZGRLKd2Ae5cD7tSTR9cAGAcuLaIuxJlOioV6AHdFjLiSgCse5TJbapfwWZ4PwK2tUR2FiCimks3euCCUDiHNFtd64CC+hBdYcFL7XfhwdMEJAF8FC07qYiw6KVY+A/BYxEiv6cCYO9WkIdvRRD2ynT9Gkv6+6ihERDHVzZiMyWZTxNgorMdteAXJ4DFk1E4DLgGGXRs9+iSAxQrSUILh8lqKpRSEl9kWNY8E6oC/TQKq9ikLRfZTG5qJ6tAXAeiqoxARxcx810vYpmXgIszFRKxRHYfsxJcFfHUJkJx78mglgAEAytSEokTCmU6KpVoAkR2EXMnhZbZEHZDieBvZzp9C4MyOFCAisqMpgem4Tb7OgpM67vI/RhecAHA/WHBSjLDopFj7CMATESO9ZwBjbleRhWzMo69CnuubcIqdqqMQEXU5p9iFAtcPUCy4Mog6aNi1wOAro0ffAvCMgjSUoLi8llRIQ/golROtSP014WW21QeUhSJ7ktKJytBX0GBcqDoKEVGX8GpzkOF8FJrwq45CdpOSH15W600/ebQcwFDwiBSKIc50kgrViF5m604FZv659buJTkOIIDKdjyDD8WcAfENGRPEkhDTHE8hy/Y4FJ52ZKx6NLjgB4MtgwUkxxqKTVPkAwFMRI33PB0bdrCYN2V6S4yPkur4NXfD3KBHZn46jyHF9DymON1VHIbsaczvQ74Lo0f8AeCX2YSjRcXktqZQOYCOAguaRpqrwMtuaQ4oikd2ZMgkVwQfQZI5XHYWI6Ix4tMXIdP4JmqhXHYXsKqMY+MrCcMPGEw4jvKy2QkkmSmic6SSVqgDcHTHiSQcu/5OCKBQvNFGPLOfPkOp4BoChOg4RUQcEkO54HNmuh1lw0pkTArjqb9EFJwDcBRacpAiLTlLtXQD/jhjpfxEw4gY1aSguCAGkOl5Gjuv70FGqOg4RUZsc4hByXd9GsuMd1VHI7iZ+FSiaEj36BID3FaQhAsDltWQNmQgvs+3WPNJYBfxtAlDL/Xl0dkyZhMrgvWg0p6mOQkTUqnB32r9CE42qo5Dd5QwA7pkHODwnj+4BMBzh89KJlOBMJ1lBBcKd1E7wpgOX/UFJGIovmqhHluvXyHD8GQJ8Q0dE1iHQhAzHI8e70/LnE50lzQFc9Xh0wSkB3A4WnKQYi06yijcR7qh2wsDLwp3XiDpBuLvtN+ESW1RHISKCS2xBrusbSHL8T3UUihfT7ge6j44e/ROAubEPQxSJy2vJSrIRXmab2zwSbAT+eR5wdKOyUBRfpNRQa1yPmtD1AByq4xBRwgki1fE8UvTXIISpOgzFi/yRwBc/BnTnyaNbAIwGuMyH1GPRSVZzJYA3IkbKtgJPnAME2MmPOk/A7I+K4P0IyULVUYgoQTjFDmQ6/wintld1FIonDjdw9xwgd/DJowaASQCWK8lEFIXLa8lq3gTwSMRIzgDg0t+qSUNxy6VtQ57rG0jWXwWPViGirhVCiv4f5LoeYMFJne+cH0QXnADwC7DgJAvhTCdZkRvAIoSXhJzw+peBtf9p9QuIzkbA7IfK4DcQlL1URyGiOOMQ+5Dp/ANc2g7VUSge9Z4B3PI6ICLmkVYDmAggoCQTUStYdJJV9QWwCkBK80igHvjHDODYNlWZKI5JqaPWmH18r6ezzfuJiE7PQLL+BtIcz0GIoOowFI9SC4B75gNJ2SePBgCMAbBBTSii1nF5LVnVDgB3R4y4koDZT0e3AifqFEIYSHW8iDzXN9jhlojOilNsQ67rW0h3PsWCk7qG5gCufSq64ASAH4AFJ1kQZzrJ6v6O6OJzxVPAO/cpCUOJQUqBOmMmakK3QoIfchBR+wjUI83xbyTp70IIvr+iLnThQ8Dkr0ePvgXgagBsi0yWw6KTrM4LYCmAYRGjr9wJbHhVSSBKHCEzD5Whr8JvjlEdhYgszqstQLrzH9BFheooFO8GzQSufy56dA/CvTAqY56HqB1YdJIdDASwEoCvecRfA/y9BKjYpSwUJY5GYxKqQnfBkN1URyEii9HFEaQ7HodXX6E6CiWCzN7h41E8aSePBgBMRvi9EpElsegku7gVwDMRI4fWAP+6ADDYnI26npQu1ISuRa0xC+EGy0SU2EJI0V9HiuNFaMKvOgwlAocH+OJHQLfh0Ve+jPB2JCLLYtFJdvI0gNsiRpY+Drz/XSVhKDGFzDxUhb6IJnOS6ihEpIhbW4F0x7/g1ParjkKJ5IpHgdG3Ro8+h/AH83xDT5bGopPsJBnhg44HRoy++AVgyztKAlHiajJGoyp0N0KyUHUUIooRh9iLdMe/4NFXqY5CiWbkF4Cr/hY9ugnAeAD1sQ9E1DEsOsluhgFYBpzUUrSxCvj7NKBqn6pM1EGL94cwJFdHqls0j4VMCYcWfvzW1iBGddPRI03D9nIDfTM1CCFO9XTKSOlArXElakPXQ5605ZiI4ouGaqQ6nkeS/gGEYGNQirG8IcAXPwGc3pNH6wGMA7BZTSiijmHRSXb0JQD/iBg5sBx48mLADKlJRADChePslxtR2Xj6nysrDhm4aqATz11z4hfow/P8GJqr4cqBTnz5nUY8MMmF4nQNF/y7AX+91IMhuXpXxz9jhkxDTegG1BsXA3CqjkNEnSaIZP0dpDpehCY4mUQKuFPCjYOy+kZfuRHAi7EPRHRmWHSSHQkALwC4IWJ00aPA/36oJBCdUFZvIs0j4NLDM5MhU+L8Zxsw5/akVu+vbpIQAnBqwLnPNmDxXUn42ruN+PYUN+bsCeHcXg70TNNwuNaE1ymQ7rHejOfnQmY3VIduQaM5DYCmOg4RnQWPthjpjifh0A6rjkKJbPYzwJCrokf/CuDe2IchOnMsOsmuUgGsAtAnYvS1LwHrXlISiFrXVtH50c4QfjzHD7cOBAzApQNH6yUyvQK6AI6vuMXeahOTe+h4/hrrL2MNmH1QHbodfnOU6ihE1EEusQFpzn/DrW1UHYUS3YQvA5f8Onp0OYBpANgymWzFoToA0RmqAXAdgMUAXM2jVzwaPrvzAM9LU2nd0fA+TJ+z7VnJ59YH8fr1XqS5Bar9Et2ST8wQmlJiW7mJgdk6HviwCV8ea4+lqy5tJ3JcP0KTMRLVodsRlC2WRRGRxTjFNqQ5nmOTILKGwnHAhQ9Fj1YCmA0WnGRDLDrJzlYB+AaAx5tHHB7ghheAJ84Fqg8oC5boXtwQRGGqhq+Oc7W4VuOXOFhjYlCOjopGifxkgW7JGo7UmRjxeD0GZZ8oOoMmEDAkln8pGd+Z4kJesr2WrHr0NXBr96HRnI6a0M0IyQLVkYgoilPsQqrjOXj1ZaqjEIX5MoHZTwN6iw9abwGwN/aBiM4ei06yu78DGIqT9zYk5wE3/Ad48iIg2KAsWCLTBDA450SBuOaIgRlPh5tw7K8x4dQEVt6dhEyvwK/ODzcidukCF/R2RDQXOtZg4oH/hT/QtVvB+TkhAJ8+D15twfHi8zqEZE/VsYgSnkPsQ6rjeXi1hbBgc2xKVJoOXPNPIK3FcVy/APCugkREnYJFJ8WDbwEYAOCC5pH84cDVfwdevhXgvmXlRnbTT7mn83NNIYmF+0OY8XQ9tleY6JGqwakDo7pZt2ttRwhhwqfPgVebi0ZzMmpDNyAoe6mORZRwdHEIqY7/wKfNgRD8/UAWc9Evgb7nRY9+BuD/FKQh6jT2nDogihQCcD2AbRGjg68AZvw/JYGoY/69NoDrX2lEUVrkjyRdhPeHjn+iDnur4uNsPCEkfPpC5Lq+jiznz+EU21VHIkoITrEDmc5fo5vry0jSP2PBSdYz/m5gwj3Ro0cA3ITwex0i2+JMJ8WLSgAzASwFkN48WvJdoGwrsOFVRbGoPeoCwF2jnLh9ZHgP6L3vNeLByW4Up4eL0Euer0e35Pha/yYE4NWXwqsvRaMxBrWhGxCQg1THIoo7bm0NUvRX4NHXqI5CdGr9LgQu/lX0aADAtQgXnkS2xqKT4sk2hLu6fQDgxJrMK/8KVO4GDrIjoVU5otZcRK+I1oWA2xFfRefJvPpKePWVaDKGoc64Ek3mOJz8vzARdZQBr7YIKY5X4NJ2qg5DdHrdhgGznwrv54x0B4CFChIRdToWnRRvPgbwTQB/aR5xesMdbf9xDlDLQ76t4C/LAphUqGNMQfgXbNAEnCf9rjVl+K8txww8vy6I/TXxsbS2LR59PTz6eoTMfNQZM1FvnA8J659LSmQdfiTpnyJFfw0OjT/vyQZS8oGb/gu4kqOv/B+AFxQkIuoSQrLJCsWnvwH4SsTIodXAU5cAwUY1ieJcwJCY/lQDNAG42jFJ1zdTwz9meqAJgWUHDWT7BHpnhKc8v/hWI74zxYX+WToW7w+hqknikn72OKOzM5nSh3rjItSFLoeBPNVxiCxLRxmSHB8gSf8QuqhSHYeofVxJwB3vA/kjoq88B+BWAHyTTnGDRSfFKyfCy2zPjRjd8Brwyh1KAlH7zd0TwrjuOnzO+F1S2xFSamg0J6EudAUCcojqOESW4dbWIFl/Fx5tKYRIjBURFCeEBlz/HDDwsugr8xHuxu+PfSiirsOik+JZJsKNhfpGjH72MDD3N0oCEZ2tgNkX9cYlaDCmcektJSSBOiTpnyJJfw9O7YDqOERn5qKHgUn3Ro/uADARQHnsAxF1LRadFO8GAlgCIC1i9KXbgE1vqMhD1ClM6UGjMR31xoUIyIGq4xB1OafYjST9Hfj0OdAEJ4HIxsbeBVz+h+jRCgCTEH38G1GcYNFJieAiAO/h5HNpgw3Ak5cAh9eoykTUaYJmEeqNi9BgzICJVNVxiDqNQC18+jz49E/h1raqjkN09vqeB9z0EqBF9PIMIrykdq6aUERdj0UnJYpvAvhTxEjNQeCJc4FaHn9F8UFKBxrNyag3LoLfHIaTP2chso8QPNoq+PRP4NWWQoiQ6kBEnSN3MHDXh4C7xYeDtwF4VkEiophh0UmJQgD4O4AvRYwe3Qg8fRnQWKkkFFFXCckcNBjT0WhMR1D2UR2HqE1OsRM+/RP49LnQRbXqOESdKzkX+OInQHrP6CsPAfiRgkREMcWikxKJC8D/AJREjO5fCjx7VXjJLVEcCpqF4QLUnI6QLFQdh6iZjlJ49YXw6Z/Ape1RHYeoazi9wO3vAt3HRF95EcBN4NEolABYdFKiyQawCEC/iNEdnwD/uQEwAkpCEcVKwOxzfAZ0Ggzkqo5DCUgXh+DVFsGnL4JTbIPgyUgUz4QAZj8LDL4i+soiAOcBaIp9KKLYY9FJiagIwEIA3SNGN74OvHInIHnWG8U/KYGAHIxGYxKazPEIye5tfxHRGXKIffBqi+DVF8Kl7VYdhyh2LnwImPz16NHdACYAKIt9ICI1WHRSohoMYB6ArIjRFU8B79ynIg+RUkGzEE3meDQa4xGQgwDoqiORzTnFTnj1xfBqC3ieJiWmku8A5/wgerQa4aNRNsc+EJE6LDopkY0D8CmA5IjR+X8APvmpkkBEVmDIFDSZY9BkjEeTOQYSSaojkQ1oqIFbWwOPthIefRV0wQZtlMAm3Qtc9HD0aAjhY9w+jX0gIrVYdFKiOw/hMzxdEaP/+yGw6FElgYisREodfnMo/OZINJkjjnfC5SwoAYABl9gOj74Sbm0lXGI7hOB7CiKMvRO4/I+tXbkVwL9jnIbIElh0EgFXA3gF0YcavnkvsJq/G4hOZkrf8SJ0BJrMEQjJnuB5oInDIQ7ApW2ER1sDj7YamqhTHYnIWoZfD1z9OCBa/Fz8KoDHFCQisgQWnURhdwB4MmLENICXbwM2v60mEZENGDINfnN4819sSBRPDDjFbri1jXBpG+HWNkEXVapDEVnXoCuA2U8DWovVIN8G8LvYByKyDhadRCc8gOhfCiE/8MJ1wK45SgIR2Y0hUxEw+4f/kgMQMPtDIkV1LGoXP1xiG9zHC0yXthmaaFQdisge+p4P3PgfQHdFX/kpgJ/EPhCRtbDoJIr0MIDvR4wE6oBnrgAOrlSTiMjGpARCsuB4ARr+KyiLAThVR0toAg1wit1waTvhFDvh1HbCKfZBCB4ZRdRhxVOBL7wCOL3RV36P8Cwn32xTwmPRSRRJILzn4p6I0YYK4KlLgLItSkIRxRMpHQjKHgjKIgTNYoRkMYJmTxjIVR0tLgnUwqXthlPsaC4yHeIgm/4QdYbCccCtbwCu5OgrjyO8j5N/0IjAopOoNTqA5wFcHzFacwh48iKgap+SUETxzpS+5kI0/PciGDIfBjLBZkVtMeAQR+EQB47/dRBOLfzPuqhWHY4oPnUbDtz+NuBJj77ybwC3A+DSAaLjWHQStc4F4E0AF0eMlu8MF571ZUpCESUiKR0IyW4IyW4wZDeEZF7EP0v4VEeMCQ3V0MWx43+VQRdlcIpDx4vMwxAipDoiUeLI7g/c8T6QlB195VUANyB8JicRHceik+jUkgD8D8DkiNHSTeE9niw8iSzBkKkwZBZMmQED6eG/y3QYMgMmjv9dpsNECqw3Y+qHhjroogYCddBELXRRfaKwRLjIdIhjECKgOiwRAUBGL+DO94GU/Ogr7wO4CgD/sBJFYdFJdHoZAOYCGBYxemxbuPCsPawkFBF1nJQaTCRDSi9M+CDhhSm9kPAeH/OeNOZBuEDVICHC/yyjHkNDeBu4AYEQIEIQCEEgCIEAhPBDwB/+Z/ghRAM01EITx/9CHTThV/cvhIg6LrV7uOBML4q+MgfApQDY8pmoFSw6idqWD2ABgN4RoxW7gWdmAtX7lYQiIiKiGErKCS+pze4XfWUJgAsB1MY+FJE9WG2dEZEVHQZwLoCdEaOZvYA73gMye7f6RURERBQnfJnhLrUtC841CM9wsuAkOg3OdBK1X3cAHwMYGDFaezg843lsu5JQRERE1IVS8oFbXgdyB0Vf2QygBACbPBC1gUUnUcfkIVx4Do0YrSsFnr0y3GSIiIiI4kNGMXDrm+G/R9oFYDqAg7GORGRHLDqJOi4b4a62oyJGGyqAf18FHF6rIhMRERF1ppyB4SW1LbvU7ke44NwT60hEdsU9nUQddwzhPZ5LI0Z9mcBtbwGFY5WEIiIiok5SMCrct6FlwbkNwFSw4CTqEBadRGemCuFOdQsiRj3pwC1vAD0nxT4RERERnb2iyeEPkX1Z0VfWIjzDuS/2oYjsjUUn0ZmrAXAxgE8jRt0pwM2vAr1KlIQiIiKiM9TvAuDm1wB3avSVxQDOAXA09qGI7I9FJ9HZqQdwOYD3I0ZdScAXXgr/8iIiIiLrG3INcMN/AKc3+srHCK9uqox9KKL4wKKT6Ow1ArgawJsRow4PcMMLwMDLlIQiIiKidhp9K3DtvwDdGX3lDQAzAdTFPBNRHGHRSdQ5/ABmA3gpYlR3Adc9G/70lIiIiKxn0teAKx4FRIu3xf9G+Hd7U+xDEcUXFp1EnScI4AsI/5I6QXMAs/4JjLxJSSgiIiI6hRn/D7joF61d+SuA2wGEYpqHKE6x6CTqXCGEf0n9M2JU04GrHgOmP6giExEREZ1MCODiXwIzvtfa1V8A+DoAM7ahiOKXkFKqzkAUjzQAfwZwb4srq/8NvH0fYPLDUyIiopgTGnDFI8CoW1q7+l0Av4lxIqK4x6KTqOsIAL8G8O0WV3Z+Brx0K+CviXkoIiKihKU7gWv+CQy5KvqKBPBVAI/HPBNRAmDRSdT1vgngjwgXoSeUbgKenw1UH1ASioiIKKF40sLN/XrPiL5iALgVwAsxz0SUIFh0EsXGlQD+AyDy8K/aI8AL1wGH1yoJRURElBDSi4Cb/gvkDoq+8nn3+bdjH4oocbDoJIqdcQDeAZAbMRqoA165E9j2oZJQREREca37GODGF4Hk3OgrdQCuAPBZ7EMRJRYWnUSx1QvAuwAiP2o1DeD97wDL/9nqFxEREdEZGHQFcM0/AKc3+spRADMBLI99KKLEw6KTKPYyALwGYEaLKwsfAT7+McA/l0RERGdn8jeAC3/e2pWNAC4DsDe2gYgSF4tOIjXcCJ/leXOLK5veBF67Gwg1xTwUERGR7WkO4NLfAWPvaO3qRwjv4ayObSiixMaik0gdAeAnAH7c4sr+ZcB/bgAaymOdiYiIyL48acC1TwF9z2vt6j8RPhYlGNtQRMSik0i92wE8AcARMVqxG3h+FlC+U0UmIiIie8nqE24YlN2/tavfBfBbhM/jJKIYY9FJZA3nIbzPMzVitKECePEmYN9iJaGIiIhsofc5wOynAW969JUmALcAeCXWkYjoBBadRNYxBMB7AHpGjIb8wFv3AuteUhKKiIjI0sZ/Cbj4V+G9nJFKET4ne0nsQxHRyVh0EllLPsJneY5ucWXZP4APvw8Y3IpCREQE3Qlc8ttTNQxai/AZnPtiG4qIWsOik8h6kgH8B8DlLa4cWA68dCtQcyjmoYiIiCzDlwlc9yxQPK21q68BuA1AXWxDEdGpsOgksiYdwJ8A3NviSv0x4JU7gd1zY52JiIhIvdxB4YZBGcWtXf05wp3hzVhGBINdBAAAFwtJREFUIqLTY9FJZG23A3gMgCdi1DSATx8CFv4R4J9hIiJKFCNuBC77PeBKir7ShPDvzP/GPBMRtYlFJ5H1jQTwKoDeLa5seRd44ytAE8+4JiKiOOb0Apf+Fhh1S2tXDyLcMGhlbEMRUXux6CSyh3QAzwKY2eJKxS7gv7cARzfEOhMREVHXy+4HzH4GyBvS2tVlAK4CcDimmYioQzTVAYioXaoQ/qX6A0TvU8nsDXzx4/CSIyIiongybDZw95xTFZyPAygBC04iy+NMJ5H9nI9wd9vsFldWPAm8/13ACMQ8FBERUadxeIBLfg2Mub21q3UA7kb4dyER2QCLTiJ76gHgFQDjW1w5uDJ8rEr1gZiHIiIiOmtZfcLLabsNa+3qOgDXAdga21BEdDa4vJbInvYDmA7gby2udB8D3DMP6HNuzEMRERGdlaGzgLvnnqrgfALARLDgJLIdznQS2d/NAP4BwBsxKk3gs18A83/HY1WIiMjaHG7gol8C4+5q7WoDgHsAPBfbUETUWVh0EsWHYQBeA9C3xZVtHwJvfBloqIh5KCIiojZl9gZmPw3kj2jt6kYAswFsjmkmIupULDqJ4kcagKcR7nIbqfYI8MZXgZ2fxDgSERHRaQy+CrjyUcCd2trVpwDci/BMJxHZGItOovgiAHwbwC/R2p7tJY8BH/8ECDXFOBYREdFJdBdw4UPAhHtau9oI4CsAnoltKCLqKiw6ieLTOQBeBJDb4krpJuDVLwFHN8Q8FBERETJ7A7P+BXQf3drVzQgvp90Y21BE1JVYdBLFr24AngRwSYsrIT/wyc+AJX9lkyEiIooNIYDx9wDn/x/g9LV2x7MAvgqgPrbBiKirsegkim8C4V/gvwPgaXF119xwk6GaQ7HORUREiSSjF3DlX4Diqa1dbQLwNYT3cPKNKVEcYtFJlBgGA3gewMgWVxorgXcfADa8GutMREQU74QAxt4FXPAzwJXU2h1bEV5Ouz62wYgollh0EiUON4CfIdxoSLS4uvEN4N37gYbyGMciIqK4lN4TuPKvQK/pp7rjLwC+By6nJYp7LDqJEs85CO+bKWxxpa4UeOc+YMu7sc5ERETxZMwdwIU/B9wprV3dA+BOAJ/FNBMRKcOikygxZQD4G4AbWr269j/A+98FmqpjGoqIiGwurQdwxaNAn3NOdcfjAL4DoDZ2oYhINRadRIntOoSLz6wWV2oOAm9+Hdj5ScxDERGRDY2+FbjoYcCd2trVfQDuAvBxbEMRkRWw6CSibgD+DuCKVq+ueBL46MeAnx9KExFRK1ILwrObfc8/1R1PAHgQQE3sQhGRlbDoJCIg3FjoVgCPAGj5EXXNIeCD/wdseiPGsYiIyNJGfgG4+BeAJ721qwcRnt38MKaZiMhyWHQS0cl6APgXgAtavbrjY+DdB4HK3TENRUREFpPSDZj5CND/olPd8RSA+wFUxSwTEVkWi04iiiYA3APgdwBaHqoWagLm/Q5Y+GfACMQ6GxERqSQEMOIm4KJfAN701u44BOBLAN6LaS4isjQWnUR0Kr0RbjLU+sfYx7YD7z4A7J4b01BERKRI/gjg0t8CPSac6o5nAdwHoDJmmYjIFlh0EtHpCADXAvgTgIJW71j3EvC/H4TP+CQiovjjzQDO/REw9g5AaK3dcRTA3QDeim0wIrILFp1E1B6pAH4G4OsAWr7jaKoCPvl5uNOtNGMcjYiIuoTQwsegnPdjwNfyZK3jXgDwDQDlsQtGRHbDopOIOmIUwgd7j2/16sFVwDvfAg6viWUmIiLqbN3HAJf+Dug++lR37ES42OTeTSJqE4tOIuooHeEmEb8EkN7iqmkAy/8JfPoQ4OeRbEREtuLLAs7/KTD6llPd0QjgIQB/ANAUs1xEZGssOonoTOUB+C2A1t+Z1B4BPvw+sOHVmIYiIqIzoOnA2DuBc354qq60APAKgAcA7ItZLiKKCyw6iehsnYNwl9uBrV7d+Rnw7v1Axa6YhiIionbqOTHclbbb8FPdsQXhPf0fxy4UEcUTFp1E1BlcAB4E8CMAnhZXQ35g+RPh8z0b2UmfiMgSkvOAC34GjLjhVHfUAfgpgEcA8GBmIjpjLDqJqDP1BvAogEtbvdpUDSz4E7D0MSDYGMtcRET0Oc0BTLgHmPE9wJ16qrteAPBtAIdiF4yI4hWLTiLqbALA1QD+DKCw1TtqDgKf/RJY+0K48RAREcVGn/OAix4Gcged6o71AO4FMC92oYgo3rHoJKKukgLg/xBuqe9s9Y7SzcAnPwW2vh/LXEREiafHhPB5m8VTT3VHNcJbJB4DEIpZLiJKCCw6iair9QbwcwA3nfKOvYuAj34MHFges1BERAmh23Dg3B8C/S863V1PAfh/AI7GJhQRJRoWnUQUK6MB/BrA+ae8Y9Nb4ZnP8h0xC0VEFJey+oSPPxl6zenuWgXgawCWxCYUESUqFp1EFGsXAPgNgJGtXjVDwKpngTm/Aur4oTsRUYekFQIl3wVG3hRuGNS6fQB+AuBZANxYT0RdjkUnEamgAbgRwEMAilu9I1APLP4rsOgRwF8bw2hERDaUlA1MewAYexfgcJ/qrqMI/9x9AoA/ZtmIKOGx6CQildwAvgLghwCyWr2jvgyY+xtg5VOAEYxlNiIi6/OkAZO/Dkz8CuBKPtVdVQivMHkEQH2sohERfY5FJxFZQRqA7wK4D4C31TsqdgPzfgusf4nFJxGR0weMvxuYeh/gzTjVXQ0A/gTgdwAqY5SMiKgFFp1EZCXdEd5ndCfCS3Bbqt4PLHo0vO8z2BjDaEREFqA7gdG3AdO/DaR0O9VdAQCPA/gF2JGWiCyARScRWdFgAL8EcMUp76g/Bix9DFj2T6CpKla5iIjU0J3AsOvCTYIyik51lwngGQA/BbA3ZtmIiNrAopOIrGwqwvuQJp3yDn8NsPxJYMlfgbrSmAUjIooJdyow9g5gwpeB1ILT3fkygB8D2BKbYERE7ceik4isTgC4BOGDy6ee8q5QE7D6+XC328o9MYpGRNRFUguAiV8FxtwWLjxP7X2Em7Gtik0wIqKOY9FJRHYyDeHi85JT3mGGgA2vAgv+CJRujlkwIqJOkTfk/7d3p8F+VoUdx3/nZjMkkBASWZKABARkXysBXDpqpzht1SqDbZXaqa12GaaL0zqd6fRtOx3qm05f1Lq10ymtItrpqHVFRcsqls0QQJEESEgIJBBIQsjTF+ef3kvk5v5vcs//bp/PzJl7//88y8mbwHee8zxPfRrt2e+pS2pHd3OSv0jy3cFMDODQiU5gOjo/yUeTXJXRHjiUJA98KfnudcnGOwY0LYBDtObNNTZPfetYW34nyV8n+UoS/xMHTAuiE5jOTk3yZ0k+kGT0SwI/+U698vnwNwc0LYA+DM1JznpXctm1yfHnHWzLfUk+n+Rvk9w2kLkBTCDRCcwEK5P8SZIPJVk06laP31Xjc91/JfteGtTcAF5u/qLkwmvqPZtLTzzYli8k+WSSjyV5eCBzA2hAdAIzyTFJ/jDJtUmWjbrVjseSOz9T3/X57BODmhsw2y0+Nnn9h5KLfztZuPRgW25J8vdJ/iHJ1kFMDaAl0QnMRIuT/G6SP00y+jsG9u1NHvhycscnkx9/K/HvIdDCijOStX+QnHt1MnfBwbZ8KMl1qe/afGEgcwMYANEJzGQLkrw/yZ+n3v85uqceTu78VPLDf02e3zaIuQEz2fxF9X7NC69JVr9+rK1vSb1f84tJrP0HZhzRCcwGc5K8O8kfJ7n0oFvu3ZXc94V69XPDrQOYGjCjnHBhDc1z3j3W+zW7JP+ZGpvfG8jcACaJ6ARmmwuSfDjJb+RgDx1Kks33Jnd8Krn735Pdzw5ibsB09KqlyblX1dg87tyxtt6d5J9Tl9E+0HpqAFOB6ARmq6OSvC/J7yU5+6Bb7nkuufuzyR2fSDbdM4i5AdPBSZclF/5mcuY7knkLx9p6U5J/Sn1A0ObmcwOYQkQnMNuVJJelxudVSeYfdOsNt9Wlt/fdWJfiArPLohXJ+b+eXPD+ZPlrx9p6X5IvJ/l4ki8lebH19ACmItEJMGxFkg+kLr9dc9AtX3i63vt57+eSn34/6fa1nx0wOcpQcsrPJxd+IDn9ymTOvLH2+GmSTyT5VJKNracHMNWJToCfNZTkralXP3+l93l0Ox6vVz7v/Vzy2A8GMD1gIJasSi54Xx1LVo+19YtJvpC6hPbrqVc5AYjoBBjLqiQfTPI7Odg7P/fb9uPk3hvqePJHrecGTLSjVtZ7NM96Zz+vOkmSdamh+S9Jnmw5NYDpSnQC9Gdekl9OXXr7tr722HzfcIA+/UjDqQGHZcnq4dBcdUk/e7yQ5D9SY/N7qa8/AWAUohNg/E5O8t7eGPP9CEmSjXfU5bf33Zg8u6nl3IB+LD1pODRXXtTvXnelPhTo35I802hmADOO6AQ4PGcm+bXeOGXMrbt9ySM316uf93+xPpAIGIyjX1ND88x3Jisv7Hev7amR+fEkbtoGOASiE2BilCQXpcbn1UlWjrnHSy8mD3+jxueDX0t2bmk8RZiFlq0ZDs0Tzu93r2dSHwr02STfSLK7xdQAZgvRCTDxhpK8IXX57VVJjulrr8fvqvH54FeTx+70GhY4VMvWJGe9q4bm8f2tgE+yLcOh+c0ke9pMDmD2EZ0Abc1Lff3Ke5O8K8mRfe31/LZ6FfTBr9WfO7c2nCJMc3MXJCeuTU59ax2vfl2/ez6V5MbU0PxW6mtPAJhgohNgcBYmeXtqgP5Sklf1tVe37+VXQR+/y1VQWLYmOfUtNTJf84Zk/qJ+99ya5POpofntCE2A5kQnwOQ4Ksk7kvxq6pXQxX3v+fxTyUNfH74K+vy2RlOEKWTBkclJlw+H5rI149n7yQyH5neS7G0xRQBemegEmHzzk1yeehX0yiRn9b1nt6/e//ng1+p44q7Ev+vMBHMXJKt+LlnzpuTkN9bXmgzNHc8RNie5IcnnUkPzpRbTBGBsohNg6jkxNT6vTL0K2ve6wex6Jtlwe7LhlmTDbTVI9+xsM0uYSGUoOf78XmS+KTnx0mTewvEcoUtya5KvJPnvJLdHaAJMCaITYGpbkOSK1AB9e5K+n5CSJNm3N9l073CEPnpLsuOxBtOEcXrV0vquzJUXJasuTlZfmixcOt6jbEqNzK8k+Xrqg4EAmGJEJ8D08pokv5gaoG9JcsS4j7B9Y7Lh1hqgG25LNt+T7HNBiIbmzEuOPXs4MFdenCx/7aEcaU+S72c4NO9OvcIJwBQmOgGmrwVJ3pjhpbhnHNJR9uysy3AfvaXG6Mbbk13bJ3CazDpHn5ysuqhG5sqL67sy5/b3sOYDdEl+kOQbvXFzkucncKYADIDoBJg5Via5rDcuT3JBknE9eSVJfTjRlnXJxjvrVdBN9yab76v3i8KBFh7dWyZ7cS8yL0oWLT+cI65LDcxvJrkpicczA0xzohNg5joiySWpAbo/Ro8+5KNt31Djc3+Ebr4n2fZjS3Nni7kLkmWnJMtPq0tjV5yRnHBBcswph3PU3UnuSn0A0K2pT5l10zHADCM6AWaPoSSnp0bo/hA97bCO+OILydb1yZYHemNdsvWBZNtP6kOMmH4WHp2sOL0Xl73AXH5asvSkZGjO4R79gSS3ZTgy7069TxOAGUx0AsxuK5KszXCEXpJ6r+jheWlP8tRDyZb1vRBdnzzz0/oQo+c2e5foZCtDydITh4Ny+enDvx/e0tiRtmQ4Lm9LfYXJ0xN1cACmD9EJwEgLUu8FXZvkvN44M8n8CTvDS3uSHU/U5brbN9ZXuGzfOPx5+2PJ7h0TdrpZad7C5MjjkyOPe/nPJauSY06tY3zvwBzLrtQH/oyMzEfiybIARHQCMLZ5qctyz02N0HN744RmZ9y1vRegB0Zp7/fnNiV7dzc7/ZQ1Z16y+LifjckDf47/fZfjsTHJj1If+HN/amDek+TFlicFYPoSnQAcqhVJzknyut44s/fzuIGcfe+uZNeOGqj7x+4DPh84Rv75np0Dmeb/G5qTzFuUzO+NBUcO/z5/8Yjf93/ufbdoeS8mT5jIpa9jeTHJ+tSwXJfhyFyf5NlBTQKAmUF0AjDRluVnQ/S1SVZnIpfpHq59e2u07t5Rl/x2XX1dzP6R7oDvXunPR37f+1mGkvlHvDwc5y+a6OWsE+WZ1KDcH5X7x0+SeBIUABNCdAIwKEOpV0dPHDFWH/D52Emb3cz0bJLHR4wnkjyU4cjcEvddAtCY6ARgKlmQZFUOHqaLJm12U8fu1PdZPj7GsBQWgEknOgGYTkqSo5Mck2RpkiW9n0v7+LwkyVEDm+nYdid5bpTx7Ijfn8nLA/Ox3nf+Aw7AtCA6AZhN5qSG59IMB+mS3vdDI0YZ5+eR3yWvHI8jx84ke9r9NQFg6hCdAAAANDM09iYAAABwaEQnAAAAzYhOAAAAmhGdAAAANCM6AQAAaEZ0AgAA0IzoBAAAoBnRCQAAQDOiEwAAgGZEJwAAAM2ITgAAAJoRnQAAADQjOgEAAGhGdAIAANCM6AQAAKAZ0QkAAEAzohMAAIBmRCcAAADNiE4AAACaEZ0AAAA0IzoBZqFSynGllH+c7HkAADPf3MmeAABVKWVukj9K8miStUm+3XXdFxqc5/wk5yS5bKKPDQBwoNJ13WTPAYAkpZRrkuzsuu6GUspZSVZ2XffVhue7qeu6N7c6PgBAYnktwFRycpKnkqTruvtaBicAwKBYXgswyUopS5JcmbrkdU4p5bgk93ddd3cpZXGSjyZ5MsmaJH/Xdd2jpZRPJ+mSrEtydpL/TXJ5ko90XfdwKeXqJEuSPJ/krCTXdV23tY+5vOL5JvQvDADMKqITYJJ1Xbc9yfWllDOS3NR13U0j/vi61GBcX0pZneSTSd6W5KYkx3dd9zellLuTfDDJtiRrSymPJPnLruvOTpJSytuTvD/Jx/qYzmjnAwA4JJbXAkxRpZShJJd0Xbc+Sbqu25Dk1aWUhb1Nnuj93NZ13e4k+5LM7brupSSvL6UsLqX8QpIrUq96Hu75AADGzZVOgKlrRZIjSinvHfHd/yTpJwI/nOTIJJ9JsifJmw/zfC/0M2EAgAOJToCpa2uS3V3XXT/iu+uTpJQy6k6llPOSrO267j29zycd7vkAAA6V5bUAU1Rvmez9pZTT9n9XSnl3H7uenOGlt0lyRG/fMxqdDwBgVK50AkwBvbi7IsmKUsqqJNd3Xbc3ybVJ/qqU8kTqMtkv9Xa5IslQKeX2JKf13uv5xtT7On8/yTtKKR9Jsre33wVJfphkXSnl0iRnJHldKeW3kvyo67pbescd7XwAAIekdF032XMAAABghrK8FgAAgGZEJwAAAM2ITgAAAJoRnQAAADQjOgEAAGhGdAIAANCM6AQAAKAZ0QkAAEAzohMAAIBmRCcAAADNiE4AAACaEZ0AAAA0IzoBAABoRnQCAADQjOgEAACgGdEJAABAM6ITAACAZkQnAAAAzYhOAAAAmhGdAAAANCM6AQAAaEZ0AgAA0IzoBAAAoBnRCQAAQDOiEwAAgGZEJwAAAM2ITgAAAJoRnQAAADQjOgEAAGhGdAIAANCM6AQAAKAZ0QkAAEAzohMAAIBmRCcAAADNiE4AAACaEZ0AAAA0IzoBAABoRnQCAADQjOgEAACgGdEJAABAM6ITAACAZkQnAAAAzYhOAAAAmhGdAAAANCM6AQAAaEZ0AgAA0IzoBAAAoBnRCQAAQDOiEwAAgGZEJwAAAM2ITgAAAJoRnQAAADQjOgEAAGhGdAIAANCM6AQAAKAZ0QkAAEAzohMAAIBmRCcAAADNiE4AAACaEZ0AAAA0IzoBAABoRnQCAADQjOgEAACgGdEJAABAM6ITAACAZv4PJvPf8IvvGeUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 2000x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def convert_gender(d,gender):\n",
    "    bmi_list = dict(male=[16.4,23.2,26.3],female=[16.4,22.7,25.2])\n",
    "    if d <= bmi_list[gender][0]:\n",
    "        return '低体重'\n",
    "    if d <= bmi_list[gender][1]:\n",
    "        return '正常'\n",
    "    if d <= bmi_list[gender][2]:\n",
    "        return '超重'\n",
    "    return '肥胖'\n",
    "df1['type'] =  df1['BMI'].apply(lambda d : convert_gender(d,\"male\"))\n",
    "df2['type'] =  df2['BMI'].apply(lambda d : convert_gender(d,\"female\"))\n",
    "male_data = df1['type'].value_counts()\n",
    "female_data = df2['type'].value_counts()\n",
    "male_count = df1.shape[0]\n",
    "female_count = df2.shape[0]\n",
    "fig=plt.figure(figsize=(20,12),dpi=100)\n",
    "_1=plt.pie(\n",
    "    [male_count,female_count],\n",
    "    radius=1, # 半径\n",
    "    pctdistance=0.85, # 百分⽐位置\n",
    "    wedgeprops=dict(linewidth=3,width=0.4,edgecolor='w'),# 饼图格式：间隔线宽、饼图宽度、边界颜⾊\n",
    "    labels=['male','female']\n",
    ")\n",
    "# 绘制内部饼图\n",
    "_2=plt.pie(\n",
    "    male_data.values.tolist() + female_data.values.tolist(),\n",
    "    labels = male_data.index.tolist() + female_data.index.tolist(),\n",
    "    autopct='%0.2f%%',\n",
    "    radius=0.7,\n",
    "    pctdistance=0.7,\n",
    ")"
   ]
  },
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   "source": []
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